United States v. Stephen G. House ( 2012 )


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  •                                                                                [PUBLISH]
    IN THE UNITED STATES COURT OF APPEALS
    FOR THE ELEVENTH CIRCUIT           FILED
    ________________________ U.S. COURT OF APPEALS
    ELEVENTH CIRCUIT
    JUNE 20, 2012
    No. 10-15912
    JOHN LEY
    ________________________                    CLERK
    D. C. Docket No. 4:10-cr-00001-RLV-WEJ-1
    UNITED STATES OF AMERICA,
    Plaintiff-Appellee,
    versus
    STEPHEN G. HOUSE,
    Defendant-Appellant.
    ________________________
    Appeal from the United States District Court
    for the Northern District of Georgia
    _________________________
    (June 20, 2012)
    Before BARKETT and PRYOR, Circuit Judges, and BUCKLEW,* District Judge.
    *
    Honorable Susan C. Bucklew, United States District Judge for the Middle District of
    Florida, sitting by designation.
    PRYOR, Circuit Judge:
    When the driver of a motor vehicle notices blue lights flashing in the rear
    view mirror, the driver cannot help but feel a sense of dread. The public reposes a
    special trust in the peace officers we empower to patrol our highways. That power
    includes the authority to disrupt the flow of motor vehicle traffic, often traveling at
    high speeds, and the power to detain a driver and vehicle on the side of a road,
    which can be a dangerous place. This appeal involves a federal officer with
    limited authority who repeatedly usurped the power to patrol traffic, violated the
    civil rights of motorists, abused the public trust, and lied about it in official
    reports.
    Stephen G. House, a former officer of the Federal Protective Service,
    appeals his convictions and sentences for eight counts of willfully depriving a
    person of the constitutional right to be free from unreasonable seizure by a law
    enforcement officer, 18 U.S.C. § 242, and four counts of making false statements
    in a matter within the jurisdiction of a federal agency, 18 U.S.C. § 1001. House
    raises seven issues on appeal: (1) whether the record contains sufficient evidence
    to support his convictions, (2) whether the district court erred in instructing the
    jury, (3) whether the district court improperly interjected itself into the trial, (4)
    whether the district court improperly excluded evidence, (5) whether the
    2
    prosecutor improperly commented on House’s decision not to testify, (6) whether
    his trial counsel provided ineffective assistance, and (7) whether the cumulative
    effect of any errors deprived him of a fair trial. The first two issues are
    interrelated because the district court erred in instructing the jury that a traffic stop
    is unreasonable under the Fourth Amendment whenever conducted by a law
    enforcement officer acting without jurisdiction or authority. The Supreme Court
    has ruled that a traffic stop is reasonable under the Fourth Amendment when
    supported by probable cause or reasonable suspicion even if it is inconsistent with
    agency policy, Whren v. United States, 
    517 U.S. 806
    , 813–16, 
    116 S. Ct. 1769
    ,
    1774–76 (1996), or state law, Virginia v. Moore, 
    553 U.S. 164
    , 173–76, 
    128 S. Ct. 1598
    , 1605–07 (2008). The record nevertheless establishes that this error is
    harmless as to four of House’s convictions for unreasonable seizures because the
    jury discredited House’s accounts of probable cause or reasonable suspicion when
    it convicted him of making false statements in four incident reports. We affirm
    four of House’s eight convictions for willful unreasonable seizures and affirm his
    four convictions for making false statements, but we vacate the remaining
    convictions for willful unreasonable seizures. All of House’s other arguments fail.
    We remand this matter to the district court for further proceedings consistent with
    this opinion.
    3
    I. BACKGROUND
    Beginning in 1999, Stephen G. House worked for the Federal Protective
    Service as a law enforcement officer and inspector. The Federal Protective
    Service is a law enforcement agency with jurisdiction over properties owned and
    operated by the General Services Administration. As a Federal Protective Service
    officer, House wore a uniform with a badge, patches on the uniform identifying
    him as a federal law enforcement officer, a name tag, and a utility belt in which he
    carried a handgun, a radio, and handcuffs. He also operated a motor vehicle with
    Federal Protective Service markings, sirens, emergency lights on the roof and in
    the grille, and a phone number listed on the rear.
    In 2010, a federal grand jury returned a superseding indictment that charged
    House with eight counts of depriving a motorist of the constitutional right to be
    free from unreasonable seizure by a law enforcement officer, 18 U.S.C. § 242, and
    four counts of making false statements in a matter within the jurisdiction of the
    Federal Protective Service, 18 U.S.C. § 1001. Count one charged an unlawful
    traffic stop of Truman Padgett on July 28, 2006. Count two charged an unlawful
    traffic stop of Truman Padgett on November 28, 2006. Count three charged an
    unlawful traffic stop of Sonya Caravalho on February 26, 2007. Count four
    charged an unlawful traffic stop of Anthony Rivas on July 25, 2007. Count five
    4
    charged submission of an incident report containing materially false statements
    regarding the stop of Rivas. Count six charged an unlawful traffic stop Joseph
    Kinnamont on April 30, 2008. Count seven charged an unlawful traffic stop of
    Davis Wibel on December 3, 2008. Count eight charged submission of an
    incident report containing materially false statements regarding the stop of Wibel.
    Count nine charged an unlawful attempted traffic stop of Daniel McFarland on
    January 9, 2009. Count ten charged submission of an incident report containing
    materially false statements regarding the stop of McFarland. Count eleven
    charged an unlawful traffic stop of Reginald Thompson on April 15, 2009. Count
    twelve charged submission of an incident report containing materially false
    statements regarding the stop of Thompson.
    Immediately after the jury was administered its oath at House’s trial, the
    district court explained to them that it would charge them about the law after the
    presentation of the evidence. The court also instructed the jury, “Don’t start
    making up your mind about the guilt or innocence of the defendant until you have
    heard the whole case. We have a bad habit as human beings of letting first
    impressions control what we think about something. Wait until you hear it all.”
    At trial, the government presented testimony from several current and
    former officers of the Federal Protective Service about the limitations imposed
    5
    upon their authority by agency policy and about House’s history of violating that
    policy. The officers testified that agency policy prohibited officers from
    conducting traffic stops for minor traffic violations outside of federal property in
    the State of Georgia. Agency policy likewise prohibited officers from activating
    the emergency lights on their vehicles outside of federal property, except in
    response to a life-threatening emergency, while in hot pursuit of a felon, or with
    prior approval from a Federal Protective Service Mega Center Operator or a
    supervisor.
    Agency policy required officers who conducted a traffic stop or activated
    the emergency lights on their vehicles to submit an incident report on a numbered
    agency form, General Services Administration Form 3155. Dewayne Andrews, a
    Regional Director, testified that it was important for officers to be truthful in the
    reports, both because the Federal Protective Service used the reports in
    determining whether an officer’s use of his emergency lights was permissible and
    because other law enforcement agencies used the reports in criminal prosecutions.
    Russell Dingman, a Senior Instructor and Program Manager at the Federal Law
    Enforcement Training Center, also testified that it was important that a report
    include truthful information regarding “all of the facts of the case, the who, what,
    when, where, and how of the case.” Dingman explained that other agencies used
    6
    the reports in deciding whether to initiate criminal prosecutions, and he testified
    that false statements in a report could ruin any case an agency attempted to pursue
    based upon events described in that report.
    Three officers also testified that House had been reprimanded about
    violating agency policy regarding traffic stops on several occassions during his
    career with the Federal Protective Service. Andrews; John Curtis Glynn, Jr., a
    former District Director; and Shirley Reed, a Risk Management Branch Chief,
    each testified about personally explaining to House that his authority did not
    encompass stopping motorists for minor traffic violations outside federal property.
    Glynn testified that he had prepared a written reprimand of House for conducting a
    traffic stop without authority, but that he had not delivered the reprimand after
    meeting with House and warning him about agency policy regarding traffic stops.
    Glynn explained that his main concern had been that House understood the policy
    and recognized that violating that policy “could lead to a more severe action by
    [the Federal Protective Service].” Reed testified that, after she had received a
    report that House had conducted a traffic stop without authority, she spoke with
    House to ensure that he understood agency policy regarding traffic stops.
    Andrews testified that he received notice of an internal agency investigation of
    House premised upon allegations that House had conducted traffic stops without
    7
    authority, and that House’s right to drive his law enforcement vehicle home from
    work was temporarily suspended because of that investigation. Andrews stated
    that he had personally told House that “he had to stop” conducting traffic stops for
    minor traffic violations outside federal property and that he had specifically
    instructed House that, even in situations where House believed he was the target
    of road rage by other drivers, agency policy required him to allow local authorities
    to resolve the matter.
    During the examination of Reed, the prosecutor asked her, “If [Federal
    Protective Service officers] have probable cause to make a traffic stop, they are
    violating the civil rights of the motorists?” Reed answered in the affirmative, and
    House objected and asserted, “That’s not true.” The district court replied, “It is
    too. It’s got some if’s and and’s to it. We are getting to the if part. I think you are
    farafield [sic].” The district court then sustained House’s objection. House did
    not object to the district judge’s comment, and he did not request a
    contemporaneous limiting instruction as to either the prosecutor’s question,
    Reed’s response, or the judge’s comment. Not long after the district court
    sustained House’s objection, the prosecutor asked Reed, “If [Federal Protective
    Service officers] have probable cause and they do detain the individual, they have
    done something unlawful?” Reed answered, “Correct.” House did not object to
    8
    the prosecutor’s question or Reed’s response, nor did he request a limiting
    instruction as to either.
    The government also presented testimony from the seven motorists whose
    civil rights House was charged with violating. These motorists testified about
    their encounters with House. In addition, the motorists whose encounters with
    House were recorded in the incident reports described in the indictment testified
    about the assertions in House’s reports.
    Padgett testified that, on July 28, 2006, he was sitting in his vehicle at a red
    light waiting to turn left when he observed House approach quickly from the rear
    in a black, unmarked vehicle and pull into the lane behind Padgett. When the light
    turned green, Padgett turned left and then proceeded forward in the right lane of a
    four-lane road, with House following closely behind him. House eventually
    passed Padgett and then moved back into the right lane in front of Padgett. When
    a vehicle in front of House slowed to make a turn, House, followed by Padgett,
    moved into the left lane. House then applied his brakes and abruptly brought his
    vehicle to a stop for no apparent reason, forcing Padgett to slam his brakes to
    avoid hitting the rear of House’s vehicle. House then allowed Padgett to pass him,
    pulled behind Padgett, and activated his emergency lights. Padgett testified that
    he had not exceeded the speed limit, had properly signaled before making each
    9
    lane change, had not followed another vehicle too closely, and had not cut off
    another vehicle while changing lanes, but he believed he was legally obligated to
    stop because a law enforcement officer had ordered him to do so.
    After Padgett pulled his vehicle over, House approached Padgett’s vehicle
    in uniform with his hand on his pistol. House yelled at Padgett, saying that
    Padgett was “about to get what [he] deserved” and that House had called 911.
    House then returned to his vehicle, and House and Padgett waited 45 minutes for
    local law enforcement officers to arrive. Padgett did not feel that he was free to
    leave because House still had his lights on and had told Padgett that local law
    enforcement officers were on their way. When the local law enforcement officers
    arrived, they listened to both House’s and Padgett’s accounts of the incident and
    then issued Padgett a citation for aggressive driving. Padgett hired a lawyer to
    contest the aggressive driving charge. Padgett and his lawyer attended six to eight
    court hearings in relation to the charge over a two-year period, but House never
    appeared to testify. The charge was eventually dismissed.
    Padgett testified that, on November 28, 2006, he was driving 68 miles per
    hour in the left lane of a four-lane road where the speed limit was 65 miles per
    hour when he observed House’s black vehicle approaching him from behind at a
    high rate of speed. House sped around Padgett in the right lane and then moved
    10
    back into the left lane in front of Padgett, narrowly missing his front bumper and
    forcing him off the roadway. House caused Padgett to drive off the road; if
    Padgett had not stopped his vehicle, he would have hit House’s vehicle. House
    stopped his vehicle 25 to 30 feet in front of Padgett’s vehicle, and both Padgett
    and House left their vehicles.
    House was wearing a uniform and carrying a pistol, and Padgett recognized
    House as the officer who had pulled him over the previous July. House yelled at
    Padgett, saying that when a vehicle approaches from behind, Padgett should move
    out of the way. The encounter lasted ten minutes, after which House drove away.
    Padgett believed he was detained during those ten minutes because “when
    somebody runs you off the road at a high rate of speed, and they are dressed in a
    police uniform, they are detaining you.” After House left, Padgett called 911
    because he feared that House had no regard for anyone’s safety.
    Sonya Caravalho testified that, on February 26, 2007, she was driving in the
    left lane on Interstate 75 when she observed House approach her from behind in a
    black, unmarked vehicle at a very high rate of speed. Caravalho moved into the
    center lane to allow House to pass her, then returned to the left lane. As House
    drove past her, Caravalho observed that he was wearing a uniform. She then
    observed House driving erratically, flashing his lights at vehicles in front of him
    11
    and slamming his brakes, and she moved back into the center lane because she was
    afraid House was going to run into another vehicle. After Caravalho returned to
    the center lane, House slammed his brakes and allowed Caravalho to pass him.
    House then moved behind her, activated his emergency lights, and directed her to
    pull over. Caravalho did not believe she had any choice but to stop because a law
    enforcement officer had directed her to pull over. Caravalho initially testified that,
    to her knowledge, she had done nothing to merit being pulled over; she had
    remained at least a car’s length or more behind House’s vehicle and had not
    followed House’s vehicle too closely. On cross-examination she conceded that
    she may have been driving slightly over the speed limit, though there were
    vehicles in front of her going faster than she was.
    After Caravalho pulled over her vehicle, House approached her window,
    yelled at her, saying she should not follow a federal agent, told her that he was
    going to call the Georgia State Patrol, took her driver’s license, and returned to his
    vehicle. Caravalho did not believe she was free to leave. After 10 to 15 minutes,
    House returned to Caravalho’s vehicle, told her there were no state officers
    available, and returned her driver’s license to her. House did not issue Caravalho
    a citation or arrest her. House filed a written report about his traffic stop of
    Caravalho, in which he stated that Caravalho had been driving recklessly before he
    12
    stopped her. Caravalho testified that the report contained numerous false
    statements.
    Lee Anthony Rivas testified that, on July 27, 2007, he was driving no more
    than 15 to 20 miles per hour in the lane immediately adjacent to the far left lane on
    Interstate 75 during heavy rush hour traffic. In anticipation of merging into the
    left lane, Rivas activated his turn signal and checked for traffic in his rearview and
    side mirrors; he noticed House in the left lane driving a black, unmarked vehicle,
    positioned far enough behind Rivas’s vehicle that Rivas believed he could safely
    merge in front of House. Rivas merged into the left lane in front of House, at
    which point House accelerated toward Rivas’s vehicle and then abruptly applied
    his brakes, flashed his headlights, and honked his horn. House then merged onto
    the left shoulder of the road, pulled up beside Rivas, rolled down his window, and
    accused Rivas of cutting him off. After Rivas denied House’s accusation, House
    told Rivas to pull over, and House activated his emergency lights. Rivas pulled
    into the left lane behind House. Rivas was certain that he had not violated any
    traffic laws, but the fact that House had emergency lights on his vehicle led Rivas
    to believe he was legally obligated to stop.
    After Rivas pulled over, House approached Rivas’s car in uniform, his
    demeanor suggesting that he “wanted to punch [Rivas] in the face,” and told Rivas
    13
    in a “very scary voice” that he was a federal agent and that he “was going to get
    [Rivas] for destruction of government property.” Rivas testified that he never
    came close to striking House’s vehicle with his own. Rivas called 911, and the
    operator told him that House had called local law enforcement officers. Rivas did
    not believe that he was free to leave. When the local law enforcement officers
    arrived, they told Rivas he was free to go; they neither arrested Rivas nor issued
    him a citation. Rivas had waited on the side of the road for 45 minutes.
    During his direct examination of Rivas, the prosecutor submitted into
    evidence the incident report House had filed regarding House’s encounter with
    Rivas. House stated in the report that Rivas had merged into the far left lane of
    Interstate 75 in front of House’s vehicle and had “jammed on his brakes”; that
    Rivas had spun sideways in front of House and forced House to “brake[] hard” and
    to veer into the emergency lane to avoid striking Rivas’s vehicle; that House had
    activated his blue lights to prevent other traffic from striking him, at which point
    Rivas had pulled into the emergency lane; that House had remained on the
    highway, rolled down his window, and advised Rivas to drive more carefully; that
    Rivas had “continued driving in the emergency lane” and had swerved toward
    House’s government vehicle twice, nearly striking the government vehicle; and
    that House had then activated his blue lights, pulled over, approached Rivas’s
    14
    vehicle and told Rivas that he had called local law enforcement. The prosecutor
    gave Rivas a copy of the report to reference while the prosecutor questioned him.
    Rivas testified that House’s report was false. Rivas testified that he had not
    “jam[med] on his brakes” immediately after moving into the left lane in front of
    House; that he had not lost control of his car or spun sideways in front of House;
    that his vehicle was never sideways in the lane; that he had pulled into the
    emergency lane only after House activated his blue lights to “pull [him] over”; that
    House had not remained on the highway after he activated his blue lights; and that
    he had not driven in the emergency lane, swerved toward House’s vehicle, or
    nearly struck House’s vehicle.
    Joseph Kinnamont testified that, on April 30, 2008, he was driving in the
    left lane on Interstate 75, passing tractor trailer trucks that were traveling in the
    middle and right lanes, when House approached him from behind at a very high
    rate of speed in a marked law enforcement vehicle. House maneuvered his vehicle
    within four to five feet of Kinnamont’s vehicle and flashed his headlights.
    Kinnamont understood that House wanted to pass him, but with a tractor trailer on
    one side of him and a guard rail on the other, Kinnamont could not move out of
    the lane. Kinnamont believed that he “had to be going over the speed limit to be
    passing the tractor trailers,” but he was not driving aggressively. House was
    15
    driving quickly enough to “catch[] [Kinnamont] like [Kinnamont] was standing
    still.”
    After Kinnamont passed the tractor trailers, House activated his emergency
    lights, slowed his vehicle, and began “escorting” Kinnamont to the side of the
    road. As Kinnamont was slowing his vehicle to a stop on the shoulder of the road,
    House turned off his emergency lights and sped away. Kinnamont decided to
    report House, so he merged back onto the road and accelerated, in an attempt to
    catch House’s vehicle and record the phone number listed on the rear. As
    Kinnamont approached House’s vehicle, Kinnamont flashed his headlights in an
    attempt to cause House to slow down, but Kinnamont remained somewhere
    between 100 and 200 yards behind House, and Kinnamont did not drive faster than
    the posted speed limit. House then drove onto the shoulder of the road and
    stopped his vehicle, and once Kinnamont caught up to House, Kinnamont stopped
    his own vehicle behind House’s.
    House stepped out of his vehicle with his hand on his revolver, appearing
    “extremely angry,” and asked Kinnamont what his problem was. When
    Kinnamont told House that he intended to file a complaint against House, House
    became “mad as a hornet,” told Kinnamont that he was going to restrict
    Kinnamont’s movement, backed his vehicle onto Interstate 75 in oncoming traffic,
    16
    and then pulled his vehicle over behind Kinnamont’s vehicle. Kinnamont then
    called 911. After parking behind Kinnamont, House informed Kinnamont that his
    movement was restricted, and that House had summoned local law enforcement.
    Kinnamont did not believe he was free to go because House had told him his
    movement was restricted and because House had a badge and a gun.
    When the local law enforcement officers arrived, they questioned House and
    Kinnamont, and Kinnamont testified that House provided a false account of the
    encounter. The local law enforcement officers arrested Kinnamont, charged him
    with aggressive driving, impeding the flow of traffic, and following too closely,
    impounded his car, and took his driver’s license. Kinnamont was released from
    jail five hours later, and the charges against him were eventually dropped. House
    filed a written report of his encounter with Kinnamont, in which he alleged that
    Kinnamont had been driving recklessly at the time of the encounter. Kinnamont
    testified that the report contained numerous false statements.
    During the prosecutor’s direct examination of Kinnamont regarding the
    charges filed against him, Kinnamont testified that the charges had been
    dismissed, and House objected on the basis that Kinnamont was “going to explain
    why the charges were dropped.” In response to House’s objection, the district
    court said to the prosecutor, “We will get the court records and see why they were
    17
    dropped, if you don’t have them.” The prosecutor replied, “I don’t have those
    records.” The district court then stated, “We will have them before the trial is
    over. I think the jury needs to know.” House did not object. The government
    later introduced the records into evidence, and House explicitly stated that he had
    “[n]o objection” to their introduction.
    Davis Wibel testified that he turned left into the left lane of a four lane road
    around 5:30 a.m. on December 3, 2008. There was no traffic on the road when
    Wibel made the turn. As Wibel was accelerating up to the speed limit, House
    appeared behind him in a government vehicle and began “tailgating” his vehicle,
    although there was no traffic in the right lane. Wibel moved into the right lane to
    allow House to pass him, but House did not pass him. As the two vehicles
    traveled down the road, House retreated two to three car lengths behind Wibel, at
    which point Wibel merged into the left lane to pass a vehicle traveling in the right
    lane. House then sped up and “got in behind” Wibel, “right on [Wibel’s] bumper.”
    Wibel merged back into the right lane, but again House did not pass him. To
    avoid trouble, Wibel reduced his speed, and House then passed him. When House
    was two to three car lengths in front of Wibel, Wibel merged back into the left
    lane. House then slammed his brakes, forcing Wibel to merge back into the right
    lane to avoid hitting House’s vehicle. Wibel had not followed House too closely
    18
    or driven aggressively, and there was no other traffic on the road and no apparent
    reason for House to have applied his brakes. Wibel took House’s conduct as “an
    act toward [him]”; he was scared and sped up in an attempt to “put distance
    between” himself and House, but he never got so far ahead of House that he lost
    sight of House behind him.
    A short time later, a local law enforcement officer activated his emergency
    lights to stop Wibel, at which point House activated his emergency lights, and
    Wibel, the local officer, and House all stopped their vehicles on the side of the
    road. Wibel had not violated any traffic laws and was not driving aggressively.
    On direct examination, Wibel testified that he believed he was obligated to stop
    his vehicle because two law enforcement officers were pulling him over, but on
    cross examination, he testified that it was the local officer, not House, who caused
    him to stop. The local officer questioned House and Wibel, and Wibel testified
    that House gave the local officer a false account of the events that had transpired
    between them. The local officer arrested Wibel and charged him with aggressive
    driving. Wibel was released from jail several hours later. He pleaded nolo
    contendere to the aggressive driving charge because he was told it would cost
    more money to dispute it. John Beal, the local law enforcement officer who
    arrested Wibel, testified that House had been “insistent upon having [Wibel]
    19
    arrested” and that House had led Beal to believe that House was a certified peace
    officer in the State of Georgia. In fact, although House had been certified as a
    peace officer in 1984, his certification was revoked in 1992 and was never
    renewed.
    During his direct examination of Wibel, the prosecutor submitted into
    evidence the incident report House had filed regarding House’s encounter with
    Wibel. House stated in the report that Wibel had accelerated to prevent House
    from passing him; that Wibel had driven so fast that House had lost sight of
    Wibel’s vehicle; that, after his vehicle had retreated behind House’s vehicle,
    Wibel had approached House’s vehicle from the rear so quickly that House had
    “expected impact”; and that Wibel had passed House in the right lane and then cut
    back in front of House in the left lane, narrowly missing the bumper of House’s
    vehicle. The prosecutor gave Wibel a copy of the report to reference while the
    prosecutor questioned him.
    Wibel testified that House’s report was false. Wibel testified that he had not
    accelerated to prevent House from passing him; that he had not driven out of sight
    of House’s vehicle, that the only reason he had “c[o]me up on the rear of
    [House’s] vehicle” was because House had hit the brakes, and that he had not cut
    in front of House’s vehicle so that he narrowly missed the bumper of the vehicle.
    20
    Wibel also testified that House had not disclosed in his report that Wibel had
    changed lanes to allow House to pass him, that House had tailgated Wibel, or that
    House had slammed his brakes after Wibel had merged into the left lane behind
    House.
    Daniel McFarland, a police officer with the City of Atlanta Police
    Department, testified that he was driving faster than the speed limit on Interstate
    75 around 6:15 a.m. on January 9, 2009, when he noticed House driving a law
    enforcement vehicle in the adjacent lane. McFarland was in his personal vehicle
    and was not in uniform. McFarland decreased his speed when he saw House’s
    vehicle so that the two vehicles were traveling the same speed, with McFarland’s
    vehicle roughly a car length behind House’s vehicle. House then slowed until his
    vehicle was parallel with McFarland’s vehicle, then slowed again and merged
    behind McFarland, then merged into the lane to the right of McFarland and
    accelerated until his vehicle was parallel with McFarland’s vehicle, then
    accelerated again and merged in front of McFarland. House then decreased his
    speed to 35 or 40 miles an hour, even though the speed limit was 50 miles per hour
    and there was no traffic on the Interstate at the time. McFarland drove behind
    House for roughly a mile and then changed lanes, accelerated up to the speed
    limit, and passed House.
    21
    House then activated his emergency lights, and McFarland believed he was
    legally obligated to pull over. McFarland began to pull over to the right, and
    House followed him. As McFarland was slowing his vehicle to a stop on the right
    shoulder of the road, House turned off his emergency lights and continued driving.
    McFarland pulled back onto the interstate behind House. When McFarland caught
    up to House, House slammed his brakes for no apparent reason, forcing
    McFarland to slam his own brakes to avoid running into House’s vehicle.
    McFarland then accelerated until he was parallel with House and motioned for
    House to pull over; McFarland wanted to ask House about the reasons for House’s
    actions. Both drivers pulled off of the interstate, and McFarland got out of his
    vehicle to speak with House. House yelled at McFarland, telling him to return to
    his vehicle, and McFarland returned to his vehicle and drove away.
    During the prosecutor’s direct examination of McFarland, he submitted into
    evidence the incident report House had filed regarding House’s encounter with
    McFarland. House stated in the report that McFarland had initially approached
    House in House’s lane and had come very close to the rear of House’s vehicle; that
    House had changed lanes to avoid McFarland; that McFarland had woven in and
    out of traffic; that McFarland had nearly sideswiped House’s vehicle; and that
    McFarland had approached House’s vehicle with his hands in his pockets shouting
    22
    “I am a police officer” when the two drivers had pulled off of the interstate.
    House did not allege that McFarland had been speeding. The prosecutor gave
    McFarland a copy of the report to reference while the prosecutor questioned him.
    McFarland testified that House’s report was false. McFarland testified that
    he and House were driving in different lanes when he had initially approached
    House’s vehicle, that he had not come close to striking House’s vehicle from the
    other lane as he approached the vehicle, that House had not had to change lanes to
    avoid him, that he had not woven in and out of traffic, that he had not nearly
    sideswiped House’s vehicle, and that he had not approached House’s vehicle with
    his hands in his pockets shouting “I am a police officer” after they had pulled off
    of the interstate. McFarland also testified that House had not disclosed in his
    report that House had activated his emergency lights, that House had attempted to
    conduct a traffic stop of McFarland, or that House slammed his brakes in front of
    McFarland.
    Reginald Thompson testified that, on April 15, 2009, he turned right from a
    business parking lot onto a four lane road after checking to make sure that there
    was no oncoming traffic and that he could pull out safely. He initially turned into
    an acceleration lane, where he “got up to speed,” and then merged into the right
    lane, traveling at a speed of 41 or 42 miles per hour in a 45 mile per hour zone.
    23
    After checking his mirrors and noting that the traffic in the left lane was “a good
    distance back,” he merged into the left lane, at which point House began
    approaching quickly from Thompson’s rear in a law enforcement vehicle. House
    honked his horn at Thompson and passed Thompson on the right, traveling faster
    than the speed limit. A short while later, Thompson stopped behind House at a red
    light. When the light turned green, House continued driving with Thompson
    behind him through several intersections until they reached an area where the
    traffic thinned, and then House abruptly reduced his speed, forcing Thompson to
    pull over on the side of the road. House then parked his vehicle in front of
    Thompson’s vehicle at an angle, blocking him in. Thompson did not believe he
    was free to leave because he could see from House’s uniform that House was a
    police officer, House’s vehicle was parked so as to prevent Thompson from
    driving his vehicle back onto the road, and House had a gun.
    House approached Thompson’s vehicle, appeared “very angry,” and told
    Thompson that he had summoned local law enforcement. Despite Thompson’s
    repeated inquiries, House refused to tell Thompson his name, the name of the
    agency that employed him, or why he had stopped Thompson. House directed
    Thompson to follow him to a nearby cemetery driveway where there was less
    traffic, and both men moved their vehicles. Thompson believed he had no choice
    24
    but to follow House because House was a police officer in a police vehicle. After
    they had been waiting in the cemetery driveway for seven or eight minutes, House
    directed Thompson to follow House to a restaurant parking lot to make way for a
    funeral procession, and Thompson complied. Local law enforcement officers
    arrived at the parking lot at the same time as House and Thompson, and they
    questioned House and Thompson. During the questioning, House accused
    Thompson of failing to yield the right of way, and Thompson replied, “you’re
    right.” Thompson “had not done anything wrong” and only told House that he
    was right because Thompson felt that he “couldn’t win” with House, and he
    wanted to “pacify the situation” and “appease” House.
    During the prosecutor’s direct examination of Thompson, the prosecutor
    showed Thompson a copy of the incident report House had filed regarding
    House’s encounter with Thompson, which the prosecutor had already submitted
    into evidence. House stated in the report that Thompson had cut across three lanes
    of traffic as he pulled out of a business parking lot onto the roadway and had
    entered House’s lane, nearly striking House’s vehicle; that he had passed
    Thompson’s vehicle on the right and continued driving; that he had later pulled
    into a “business driveway” to call 911; and that Thompson had stopped of his own
    volition while House was on the phone with the 911 operator.
    25
    Thompson testified that this report was false. Thompson also testified that
    House failed to disclose in his report that House had forced Thompson to pull
    over, that House had directed Thompson to follow him into the cemetery
    driveway, or that House had directed Thompson to follow him from the cemetery
    driveway to the restaurant parking lot.
    When the government rested its case, House moved for a judgment of
    acquittal on all counts. The district court denied the motion. House then called
    three witnesses.
    John Beal, the Georgia law enforcement officer who had arrested Wibel on
    December 3, 2008, testified that he had not personally witnessed Wibel driving
    aggressively and that his only authority to stop Wibel had been based on a radio
    dispatch report initiated by House, advising all officers to be on the lookout for a
    possible aggressive driver in a vehicle matching the description of Wibel’s
    vehicle. Beal explained that he had treated House’s report as probable cause to
    stop Wibel because House was a law enforcement officer, and reports by law
    enforcement officers are treated differently than reports by private citizens. Beal
    also testified that he believed House’s account of the encounter between House
    and Wibel because House was a law enforcement officer, and “generally a police
    officer is supposed to be held to a higher standard and give you the truth.” Beal
    26
    stated that he had arrested Wibel based on House’s account of events, House’s
    suggestion that he was certified as a peace officer in Georgia, and House’s
    insistence that Beal arrest Wibel.
    House attempted to introduce testimony from two other witnesses. The first
    was a Georgia law enforcement officer who was prepared to testify regarding a
    traffic stop House had conducted but for which House was not indicted. The
    second was a lawyer licensed to practice in Georgia who was prepared to testify as
    to Georgia law regarding traffic stops and arrests. But the district court did not
    permit either witness to testify.
    When House rested his case, the district court stated that all the evidence
    was closed. House did not renew his motion for a judgment of acquittal. Both the
    prosecutor and House then delivered their closing arguments to the jury.
    During the prosecutor’s closing argument, he remarked in reference to
    House’s encounters with Padgett, “We don’t have the defendant’s version of that
    stop because there is no report about that one. The only evidence you have
    therefore is that I wasn’t doing anything wrong but driving down the road in the
    left-hand lane and I got stopped for aggressive driving both times.” House raised
    no objection to these statements.
    27
    House proposed several jury instructions. Among these were an instruction
    that an officer’s subjective motivation for conducting a traffic stop is irrelevant in
    determining the reasonableness of the stop under the Fourth Amendment, an
    instruction that a traffic stop is reasonable if based on probable cause, an
    instruction that federal law permits a law enforcement officer to make warrantless
    arrests for minor criminal offenses committed in the officer’s presence, an
    instruction that the reasonableness of a law enforcement officer’s actions under the
    Fourth Amendment does not depend on the officer’s compliance with local law or
    policy, an instruction that Georgia law permits a private citizen to arrest a motorist
    for a minor traffic violation, an instruction that Georgia law permits a law
    enforcement officer to arrest a motorist for a traffic offense made in the officer’s
    presence, an instruction that Georgia law defines peace officer as “any person who
    by virtue of his office or public employment is vested by law with a duty to
    maintain public order or to make arrests for offenses, whether that duty extends to
    all crimes or is limited to specific offenses,” and an instruction that no one may be
    held criminally responsible for an act unless the law gives fair warning that the act
    is proscribed. The district court rejected these proposed instructions.
    28
    In its charge to the jury, the district court explained that the jury must base
    its verdict on admissible evidence and that statements by the lawyers and the court
    during the trial were not admissible evidence:
    You make your decision in this case based upon the testimony
    and other evidence presented here during trial. You recall I told you
    when this case started that whatever decision you made had to be
    based upon the evidence presented in this courtroom and nothing
    else.
    ....
    As I stated to you earlier[,] you are to consider the evidence
    that has been admitted in this case. The term “evidence” includes the
    testimony of the witnesses, the exhibits admitted into the record, and
    any stipulation of fact made by counsel. Whatever the lawyers say is
    not evidence in the case. And it is your own recollection and
    interpretation of the evidence that controls. What the lawyers say is
    not binding on you. Also, you should not assume from anything I
    may have said during this trial [that] I have any opinion concerning
    any of the issues in this case. Except for my instructions to you on
    the law, you disregard anything I might have said during the trial in
    arriving at your decision concerning the facts of this case.
    With regard to the requirements of the Fourth Amendment as to traffic
    stops, the district court instructed the jury that a traffic stop conducted by a law
    enforcement officer is constitutional only if the officer has both authority or
    jurisdiction and a sufficient legal basis for the stop. That is, the district court
    instructed the jury that a traffic stop conducted by a law enforcement officer is
    29
    unreasonable under the Fourth Amendment whenever the officer lacks authority or
    jurisdiction to conduct the stop:
    As to [sic] traffic stop itself, under the Fourth Amendment a
    law enforcement officer must have authority or jurisdiction and
    sufficient legal basis to make a traffic stop. Both facts must be present
    in order for the traffic stop to be lawful, and therefore, not a violation
    of the defendant’s constitutional rights.
    If you find from the evidence in this case that the defendant did
    not have authority or jurisdiction as a federal police officer to make a
    traffic stop in Georgia, then you may find and you would be
    authorized to find the actions in doing so were unreasonable.
    House objected to this instruction.
    The district court instructed the jury that the legal basis required for a traffic
    stop under the Fourth Amendment was “a reasonable and articulable suspicion”
    that the motorist had committed a traffic violation. The district court described “a
    reasonable and articulable suspicion” as “less than probable cause,” but “more
    than just a hunch because the Fourth Amendment requires at a minimum some
    objective justification for the traffic stop.” The district court also instructed the
    jury, “In determining whether there was probable cause or reasonable suspicion,
    you must rely only on the facts known to the defendant before the stop was made.”
    Then the district court explained that, if they found a traffic stop was
    “lawful” initially, the jury must also determine whether the detention following the
    stop was “reasonable and therefore lawful”:
    30
    . . . [A] valid traffic stop can in some circumstances turn into an
    unreasonable and therefore unlawful detention of the motorists. There
    is no bright line test to determine whether a lawful traffic stop has
    become unlawful detention. A police officer may detain a motorist for
    a reasonable period for the police officer to conduct the necessary
    investigation to determine what action he will take. In general, a
    police officer may detain a motorist long enough to allow the officer
    to write a traffic ticket and check into the motorist’s background to
    see if there are any warrants and so forth outstanding. In determining
    whether a traffic stop has become so intrusive that the detention is no
    longer reasonable, you may consider factors such as the public
    interest served by the seizure, the nature and scope of the intrusion,
    [and] the objective facts relied upon by the officer in making the stop
    and detaining the motorist.
    House objected to this instruction on the ground that the “balancing test” the
    district court described is no longer good law as applied to traffic stops initially
    supported by probable cause.
    The district court instructed the jury that a defendant must act “willfully” in
    effecting a deprivation of civil rights for that deprivation to constitute a violation
    of section 242, but that a deprivation may be “willful” even if the defendant was
    not thinking in legal or constitutional terms:
    . . . [A]n act is done willfully if it is done voluntarily and deliberately
    and with the specific intent to do something the law forbids. That is
    with bad purpose to disobey or disregard the law. Although the
    government must prove beyond a reasonable doubt that the defendant
    voluntarily and deliberately did an act that deprived a motorist of a
    protected right, it is not necessary for the government to prove the
    defendant was thinking in legal or constitutional terms. You [m]ay
    find the defendant acted with the required intent, even if you find he
    had no real familiarity with the constitution or with the particular
    31
    constitutional rights involved. You must, however, find the defendant
    intended to do something that the constitution forbids.
    ....
    If you find the defendant knew what he was doing and that he
    intended to do such an act, and if you find what he did constituted a
    deprivation of a constitutional right and you so find beyond a
    reasonable doubt, then you may conclude that he acted willfully.
    House did not object to this instruction.
    With regard to the violations of section 1001 for making false statements
    with which House was charged, the district court instructed the jury that “the
    Federal Protective Service is a department or agency of the United States, and the
    filing of reports or documents with the agency is a matter within the jurisdiction of
    the agency.” House did not object to this instruction.
    When the jury left the courtroom following the jury charge, the prosecutor
    informed the district court that it had failed to instruct the jury that they were not
    permitted to draw an adverse inference from House’s failure to testify in his own
    defense. The district court offered to call the jury back into the courtroom and
    provide this instruction to them, but House declined the offer and stated, “We are
    fine as it is. We don’t ask that you bring them back.”
    The jury found House guilty of all twelve counts. The district court
    sentenced House to eighteen months of imprisonment for each count, to be served
    32
    concurrently, followed by three years of supervised release for each count, to be
    served concurrently. The district court also ordered House to pay a fine of
    $10,000. House was released on bond pending appeal.
    II. STANDARDS OF REVIEW
    Several standards govern our review of this appeal. “We review challenges
    to the sufficiency of the evidence de novo,” and ask “whether a reasonable jury
    could have found the defendant guilty beyond a reasonable doubt.” United States
    v. Mercer, 
    541 F.3d 1070
    , 1074 (11th Cir. 2008). But where a defendant
    “present[s] his case after denial of a motion for judgment of acquittal” and then
    “fails to renew his motion for judgment of acquittal at the end of all of the
    evidence,” we review the defendant’s challenge to the sufficiency of the evidence
    for a manifest miscarriage of justice. United States v. Jones, 
    32 F.3d 1512
    , 1516
    (11th Cir. 1994). This standard requires us to affirm the defendant’s conviction
    unless “the evidence on a key element of the offense is so tenuous that [the]
    conviction [is] shocking.” United States v. Milkintas, 
    470 F.3d 1339
    , 1343 (11th
    Cir. 2006). “In making this determination, we must view the evidence in the light
    most favorable to the government and accept all reasonable inferences and
    credibility determinations that support the jury’s verdict.” 
    Id. 33 We review
    jury instructions challenged in the district court “de novo to
    determine whether the instructions misstated the law or misled the jury to the
    prejudice of the objecting party.” United States v. Felts, 
    579 F.3d 1341
    , 1342
    (11th Cir. 2009). In contrast, jury instructions that are challenged for the first time
    on appeal are reviewed for plain error.” 
    Id. at 1343. We
    review the failure to give
    a requested jury instruction for abuse of discretion, which occurs only where the
    requested instruction “(1) was correct, (2) was not substantially covered by a
    charge actually given, and (3) dealt with some point in the trial so important that
    failure to give the requested instruction seriously impaired the defendant’s ability
    to conduct his defense.” United States v. Dohan, 
    508 F.3d 989
    , 993 (11th Cir.
    2007). Where a party expressly accepts a jury instruction, “such action constitutes
    invited error” and “serve[s] to waive [his] right to challenge the accepted
    instruction on appeal.” United States v. Silvestri, 
    409 F.3d 1311
    , 1337 (11th Cir.
    2005). We will not reverse a defendant’s conviction based on a challenge to the
    jury charge unless we are “left with a substantial and ineradicable doubt as to
    whether the jury was properly guided in its deliberations.” 
    Felts, 579 F.3d at 1343
    ; 
    Dohan, 508 F.3d at 993
    . “Jury instructions are subject to harmless error
    review.” United States v. Webb, 
    655 F.3d 1238
    , 1249 n.8 (11th Cir. 2011). An
    error is harmless if the reviewing court is satisfied “beyond a reasonable doubt that
    34
    the error complained of did not contribute to the verdict obtained.” Chapman v.
    California, 
    386 U.S. 18
    , 24, 
    87 S. Ct. 824
    , 828 (1967).
    “We review a district judge’s conduct during trial for abuse of discretion.”
    United States v. Verbitskaya, 
    406 F.3d 1324
    , 1337 (11th Cir. 2005). But where a
    defendant “raises [an] issue for the first time on appeal, we review it only for plain
    error.” United States v. McNair, 
    605 F.3d 1152
    , 1222 (11th Cir. 2010). “We may
    not correct an error the appellant failed to raise in the district court unless there is:
    (1) error, (2) that is plain, and (3) that affects substantial rights.” 
    Id. (internal quotation marks
    omitted). “If the preceding three conditions are met, we may
    exercise discretion to correct a forfeited error, but only if (4) the error seriously
    affects the fairness, integrity, or public reputation of judicial proceedings.” 
    Id. (internal quotation marks
    omitted). We also apply the plain error standard when
    we review the failure to give a curative instruction sua sponte. United States v.
    Thigpen, 
    4 F.3d 1573
    , 1579 (11th Cir. 1993).
    “We review a district court’s evidentiary rulings for clear abuse of
    discretion.” United States v. Perez-Oliveros, 
    479 F.3d 779
    , 783 (11th Cir. 2007).
    “An abuse of discretion occurs if the district court applies an incorrect legal
    standard or makes findings of fact that are clearly erroneous.” United States v.
    Wilk, 
    572 F.3d 1229
    , 1234 (11th Cir. 2009). “Even where an abuse of discretion
    35
    is shown, nonconstitutional evidentiary errors are not grounds for reversal absent a
    reasonable likelihood that the defendant’s substantial rights were affected.”
    United States v. Sellers, 
    906 F.2d 597
    , 601 (11th Cir. 1990). That is, we will not
    reverse a defendant’s conviction on the basis of an evidentiary error that does not
    implicate his constitutional rights “if the error had no substantial influence, and
    enough evidence supports the result apart from the phase affected by error.”
    United States v. Stout, 
    667 F.2d 1347
    , 1352 (11th Cir. 1982).
    We review claims of prosecutorial misconduct de novo. United States v.
    Eckhardt, 
    466 F.3d 938
    , 947 (11th Cir. 2006). But where a defendant fails to
    make a contemporaneous objection to the alleged misconduct in the district court,
    we review such claims for plain error. United States v. Newton, 
    44 F.3d 913
    , 920
    (11th Cir. 1995).
    When we address a claim of cumulative error, we consider “all errors
    preserved for appeal and all plain errors” in the context of “the trial as a whole to
    determine whether the appellant was afforded a fundamentally fair trial.” United
    States v. Ladson, 
    643 F.3d 1335
    , 1342 (11th Cir. 2011). “The total effect of the
    errors on the trial will depend, among other things, on the nature and number of
    the errors committed; their interrelationship, if any, and combined effect; . . . the
    36
    strength of the government’s case, and the length of trial.” United States v. Baker,
    
    432 F.3d 1189
    , 1223 (11th Cir. 2005) (internal quotation marks omitted).
    III. DISCUSSION
    House raises seven arguments on appeal. First, he argues that the record
    does not contain sufficient evidence to support his convictions. Second, he argues
    that the district court erred in instructing the jury. Third, he argues that the district
    court improperly interjected itself into the trial. Fourth, he argues that the district
    court improperly excluded evidence. Fifth, he argues that the prosecutor
    improperly commented on House’s decision not to testify. Sixth, he argues in his
    reply brief that his counsel was ineffective. Seventh, he argues that the cumulative
    effect of the errors deprived him of a fair trial. We address each argument in turn.
    A. Sufficient Evidence Supports House’s Convictions.
    House argues that the government presented insufficient evidence to
    support his eight convictions for willful unreasonable seizures and his four
    convictions for making false statements. We conclude that the evidence, viewed
    in the light most favorable to the government, establishes that no manifest
    miscarriage of justice occurred.
    We discuss this evidence in two parts. First, we address the evidence that
    supports House’s convictions for willful unreasonable seizures. Second, we
    37
    address the evidence that supports House’s convictions for making false
    statements.
    1. Convictions for Willful Unreasonable Seizures
    House argues that there was insufficient evidence to support his convictions
    for the willful violations of the Fourth Amendment charged in counts one, two,
    three, four, six, seven, nine, or eleven. He contends that he had authority to effect
    the seizures as an agent of the government and that the seizures were reasonable
    under the Fourth Amendment. House argues that he had probable cause for the
    seizures charged in counts two, three, and nine because the motorists identified in
    those counts admitted that they were speeding and that he had probable cause for
    the seizures charged in counts one, six, seven, and eleven because the motorists
    identified in those counts admitted to driving in a manner that could be considered
    unsafe. House also maintains that we must reverse his convictions on counts six,
    seven, nine, and eleven because he was not responsible for the seizures identified
    in those counts. House contends alternatively that, if he was not permitted to
    effect the charged seizures as an agent of the government, then his actions could
    not have implicated the Fourth Amendment.
    Although we conclude that sufficient evidence supports all eight of House’s
    convictions under section 242, we need not discuss House’s convictions on counts
    38
    one, two, three, or six. We must vacate those four convictions on another ground,
    which we address in Section B. House’s convictions do not represent a manifest
    injustice.
    To prove a violation of section 242, the government had to present evidence
    that House acted “(1) willfully and (2) under color of law (3) to deprive a person
    of rights protected by the Constitution or laws of the United States.” United States
    v. Lanier, 
    520 U.S. 259
    , 264, 
    117 S. Ct. 1219
    , 1224 (1997) (internal quotation
    marks omitted). The federal right that House allegedly violated is the right under
    the Fourth Amendment to be free from unreasonable seizures. See U.S. CONST.,
    amend. IV. To establish a deprivation of that right, the government must prove
    that a seizure occurred, that the seizure was unreasonable, and that the seizure
    constituted “governmental action”—that is, that the individual who effected the
    seizure was “acting as an agent of the Government or with the participation or
    knowledge of any governmental official,” see United States v. Jacobsen, 
    466 U.S. 109
    , 113, 
    104 S. Ct. 1652
    , 1656 (1984) (internal quotation marks omitted).
    Conduct “under color of law” satisfies the requirement of governmental action.
    Cf. Lugar v. Edmondson Oil Co., 
    457 U.S. 922
    , 928–29 & n.9, 
    102 S. Ct. 2744
    ,
    2749 & n.9 (1982).
    39
    “[A] person is ‘seized’ . . . when, by means of physical force or a show of
    authority, his freedom of movement is restrained” such that, “in view of all of the
    circumstances surrounding the incident, a reasonable person would have believed
    that he was not free to leave.” United States v. Mendenhall, 
    446 U.S. 544
    ,
    553–54, 
    100 S. Ct. 1870
    , 1877 (1980). A seizure is effected by force “when there
    is a governmental termination of freedom of movement through means
    intentionally applied[,]” such as where a law enforcement officer pulls his vehicle
    “alongside [a] fleeing car and sideswipe[s] it, producing [a] crash” regardless of
    whether the officer intends “to give the oncoming driver the option of a voluntary
    stop” or “to produce a collision.” Brower v. County of Inyo, 
    489 U.S. 593
    ,
    597–99, 
    109 S. Ct. 1378
    , 1381–82 (1989). A seizure by means of show of
    authority requires both a show of authority and submission to that authority.
    California v. Hodari D., 
    499 U.S. 621
    , 628–29, 
    111 S. Ct. 1547
    , 1551–52 (1991).
    That is, a government officer effects a seizure by means of a show of authority
    where “the officer’s words and actions would have conveyed . . . to a reasonable
    person” that “he was being ordered to restrict his movement,” and those words and
    actions actually “produce his stop.” 
    Id. Certain “circumstances .
    . . might indicate
    a seizure, even where the person did not attempt to leave,” including “the display
    of a weapon by an officer . . . or the use of language or tone of voice indicating
    40
    that compliance with the officer’s request might be compelled.” 
    Mendenhall, 446 U.S. at 554
    , 100 S. Ct. at 1877. An arrest is the “quintessential” example of a
    seizure of the person. Hodari 
    D., 499 U.S. at 624
    , 111 S. Ct. at 1550. In addition,
    “[t]emporary detention of individuals during the stop of an automobile by the
    police, even if only for a brief period and for a limited purpose, constitutes a
    ‘seizure’ of ‘persons’ within the meaning of [the Fourth Amendment].” 
    Whren, 517 U.S. at 809–10
    , 116 S. Ct. at 1772.
    A traffic stop constitutes an unreasonable seizure if it is not supported by
    reasonable suspicion or probable cause. 
    Id. at 810, 116
    S. Ct. at 1772; United
    States v. Chanthasouxat, 
    342 F.3d 1271
    , 1275 (11th Cir. 2003). But a traffic stop
    is reasonable under the Fourth Amendment when supported by probable cause or
    reasonable suspicion even if it is inconsistent with agency policy, see 
    Whren, 517 U.S. at 813–16
    , 116 S. Ct. at 1774–76, or state law, see 
    Moore, 553 U.S. at 173–76
    , 128 S. Ct. at 1605–07. Probable cause requires that “the facts and
    circumstances within [an officer’s] knowledge and of which [the officer] ha[s]
    reasonably trustworthy information [be] sufficient to warrant a prudent man in
    believing” that the person seized is guilty of a crime. Beck v. Ohio, 
    379 U.S. 89
    ,
    91, 
    85 S. Ct. 223
    , 225 (1964). Reasonable suspicion requires “some minimal level
    of objective justification,” meaning “something more than an inchoate and
    41
    unparticularized suspicion or hunch,” that the person seized is guilty of a crime.
    United States v. Sokolow, 
    490 U.S. 1
    , 7, 
    109 S. Ct. 1581
    , 1585 (1989) (internal
    quotation marks omitted). If the scope of the traffic stop exceeds that of “an
    investigative stop of limited duration,” it constitutes an unreasonable seizure
    unless it is supported by probable cause. United States v. Acosta, 
    363 F.3d 1141
    ,
    1145–46 (11th Cir. 2004).
    A person acts “willfully” for purposes of section 242 when he acts with “a
    specific intent to deprive a person of a federal right made definite by decision or
    other rule of law,” or “in open defiance or in reckless disregard of a constitutional
    requirement which has been made specific and definite.” Screws v. United States,
    
    325 U.S. 91
    , 103, 105, 
    65 S. Ct. 1031
    , 1036–37 (1945). This Court has
    recognized that a series of individual actions that “support an innocent
    explanation,” when “viewed in a vacuum,” may in combination provide sufficient
    evidence for a reasonable juror to infer a defendant’s intent. United States v.
    Harris, 
    20 F.3d 445
    , 453 (11th Cir. 1994). We have also explained that, in making
    findings of a defendant’s intent, the defendant’s “subsequent conduct may be
    considered if it supports a reasonable inference as to [his] prior intent.” United
    States v. McCarrick, 
    294 F.3d 1286
    , 1291 (11th Cir. 2002).
    42
    An act is effected “under color of law” for purposes of section 242 if it is
    effected by a law enforcement officer acting “under pretense of law.” 
    Screws, 325 U.S. at 111
    , 65 S. Ct. at 1040 (internal quotation marks omitted). “Acts of officers
    who undertake to perform their official duties are included whether they hew to
    the line of their authority or overstep it.” Id.; see also United States v. Classic,
    
    313 U.S. 299
    , 326, 
    61 S. Ct. 1031
    , 1043 (1941) (“Misuse of power, possessed by
    virtue of state law and made possible only because the wrongdoer is clothed with
    the authority of state law, is action taken ‘under color of’ state law.”). Thus, a law
    enforcement officer acts under color of law “when he acts with authority
    possessed by virtue of his employment” with the government, Almand v. DeKalb
    County, 
    103 F.3d 1510
    , 1513 (11th Cir. 1997), or “the manner of his conduct . . .
    makes clear that he was asserting the authority granted him and not acting in the
    role of a private person.” Williams v. United States, 
    341 U.S. 97
    , 100, 
    71 S. Ct. 576
    , 578 (1951) (holding that a jury could find that a private detective who was
    qualified as a special police officer had acted under color of law when he flashed
    his badge while committing a series of assaults).
    a. Evidence of the Seizures
    The government offered sufficient evidence to establish that House seized
    the motorists during the encounters identified in counts four, seven, nine, and
    43
    eleven. Every encounter involved a show of authority by House, and every
    encounter involved submission to that show of authority.
    Regarding the encounter identified in count four, Rivas testified that House
    appeared to be wearing “some kind of uniform” when he pulled beside Rivas; that
    House told Rivas to “pull over”; that House activated his emergency lights; that
    Rivas pulled over because that was “what any law-abiding citizen would do when
    they see blue lights”; and that after Rivas pulled over, House spoke to Rivas using
    a “very scary” tone of voice and told Rivas that House was a federal officer and
    “was going to get [Rivas] for destruction of government property.” This testimony
    entitled the jury to find that House seized Rivas, either by conducting a traffic stop
    of Rivas, see 
    Whren, 517 U.S. at 809–10
    , 116 S. Ct. at 1772, or by detaining Rivas
    on the side of the road through the use of words and actions that would indicate to
    a reasonable person that he was not free to leave, see 
    Mendenhall, 446 U.S. at 553–54
    , 100 S. Ct. at 1877.
    Regarding the encounter identified in count seven, Wibel testified on direct
    examination that he pulled over his vehicle “based on getting stopped by . . . two
    vehicles” after House and Beal had activated the emergency lights on their
    respective vehicles. This testimony entitled the jury to find that House seized
    Wibel by participating in a traffic stop of Wibel. See 
    Whren, 517 U.S. at 809–10
    ,
    
    44 116 S. Ct. at 1772
    . The jury was entitled to credit this testimony and not the
    testimony of Wibel on cross-examination that suggested Beal’s actions alone
    caused Wibel to stop. See Rixey v. W. Paces Ferry Hosp., Inc., 
    916 F.2d 608
    , 616
    (11th Cir. 1990) (“A jury is not required to accept ‘all or none’ of a witness’s
    testimony . . . .”).
    In addition, Beal, the local law enforcement officer who participated in the
    seizure of Wibel, testified that he did not personally witness Wibel driving
    aggressively, that his only basis for stopping Wibel was House’s radio dispatch
    report, that he had treated House’s report as probable cause to stop Wibel because
    House was a law enforcement officer, and reports by law enforcement officers are
    treated differently than reports by private citizens. Beal also testified that he had
    arrested Wibel based on House’s account of events and House’s insistence that
    Wibel be arrested. Beal believed House’s account of events because House was a
    law enforcement officer, and “generally a police officer is supposed to be held to a
    higher standard and give you the truth.” Beal’s testimony provided sufficient
    evidence for the jury to find that House effected the seizure of Wibel through a
    show of his authority as a law enforcement officer, at the time of Wibel’s stop or
    his arrest. Cf. Franks v. Delaware, 
    438 U.S. 154
    , 156, 
    98 S. Ct. 2674
    , 276 (1978)
    (holding that a false or misleading statement in a warrant affidavit may constitute a
    45
    violation of the Fourth Amendment if the statement is “necessary to the finding of
    probable cause” required for the issuance of a warrant).
    Regarding the encounter identified in count nine, McFarland testified that
    House was driving a marked law enforcement vehicle, that House activated his
    emergency lights, and that House escorted McFarland to the side of the road in a
    manner suggesting that House intended to conduct a traffic stop of McFarland.
    This testimony entitled the jury to find that House seized McFarland. That House
    abandoned his course of action before McFarland brought his vehicle to a
    complete stop is irrelevant because any “meaningful interference, however brief,
    with an individual’s freedom of movement” constitutes a seizure. 
    Jacobsen, 466 U.S. at 113
    n.5, 104 S. Ct. at 1656 
    n.5.
    Regarding the encounter identified in count eleven, Thompson testified that
    House maneuvered his government vehicle so as to force Thompson off the road
    and then blocked Thompson’s route back onto the road; that once Thompson had
    stopped his vehicle on the side of the road, House approached Thompson’s vehicle
    with a “very angry” demeanor, wearing a police uniform and a gun, and walked
    around to the rear of Thompson’s vehicle and recorded Thompson’s license plate
    number; that House later instructed Thompson to move his vehicle from the
    location where he had initially stopped it to a cemetery driveway and later to a
    46
    restaurant parking lot; and that Thompson moved his vehicle “because [House]
    told [him] to.” This testimony entitled the jury to find that House seized
    Thompson, either by forcing Thompson off the road, cf. 
    Brower, 489 U.S. at 597–99
    , 109 S. Ct. at 1381–82, or by detaining Thompson after Thompson
    stopped his vehicle, see 
    Mendenhall, 446 U.S. at 553–54
    , 100 S. Ct. at 1877.
    b. Evidence that the Seizures Were Unreasonable
    The government also offered sufficient evidence to establish that the
    seizures charged in counts four, seven, nine, and eleven were unreasonable.
    Rivas, Wibel, and Thompson each testified that they had not violated any traffic
    laws. This testimony entitled the jury to find that House had neither probable
    cause nor reasonable suspicion to support his seizures of those three motorists,
    which would mean that those seizures were unreasonable, 
    Chanthasouxat, 342 F.3d at 1275
    .
    Although McFarland testified that he was driving above the speed limit
    when he first saw House’s vehicle ahead of him, McFarland’s testimony is far
    from conclusive evidence of the facts known to House when he seized McFarland,
    see 
    Beck, 379 U.S. at 91
    , 85 S. Ct. at 225. Because McFarland testified that he
    slowed before he caught up to House, the jury could reasonably have found that
    House would have been unable to tell McFarland was speeding before the seizure
    47
    and that House had neither probable cause nor reasonable suspicion to support his
    seizure of McFarland. If the jury so found, it would mean that the seizure was
    unreasonable, 
    Chanthasouxat, 342 F.3d at 1275
    .
    c. Evidence that House Acted Willfully
    The government also offered sufficient evidence to establish that House
    acted “willfully” when he effected the seizures charged in counts four, seven, nine,
    and eleven. The right of motorists to be free from unreasonable seizures is
    “specific and definite”: it is defined “by the express terms of the Constitution” and
    has been “made specific” by Supreme Court “decision[s] interpreting the
    Constitution,” so that those who violate that right “are in no position to say that
    they had no adequate advance notice that they would be visited with punishment.”
    
    Screws, 325 U.S. at 105
    , 65 S. Ct. at 1037; see 
    Whren, 517 U.S. at 809–10
    , 116 S.
    Ct. at 1772 (explaining that a traffic stop is a seizure); 
    Sokolow, 490 U.S. at 7
    , 109
    S. Ct. at 1585 (discussing requirement of reasonable suspicion); 
    Beck, 379 U.S. at 91
    , 85 S. Ct. at 225 (discussing requirement of probable cause). The testimony of
    Rivas, Wibel, McFarland, and Thompson established a pattern of conduct by
    House in which he repeatedly seized motorists without regard for the requirements
    of the Fourth Amendment and then attempted to conceal his actions by making
    false statements in his incident reports. Padgett’s, Caravalho’s, and Kinnamont’s
    48
    testimony suggests that House’s behavior during their encounters with him fit into
    this same pattern. The sheer number of unreasonable seizures that House effected,
    as well as his efforts to prevent his superiors’ detection of his actions, entitled the
    jury to infer that House acted willfully when he effected the seizures charged in
    counts four, seven, nine, and eleven. 
    McCarrick, 294 F.3d at 1291
    ; 
    Harris, 20 F.3d at 453
    .
    d. Evidence that House Acted Under Color of Law
    Finally, the government offered sufficient evidence to establish that House
    acted “under color of law” when he effected the seizures charged in counts four,
    seven, nine, and eleven. Rivas testified that House activated his emergency lights
    as he told Rivas to pull over, that House was wearing his uniform when he stopped
    Rivas, and that House identified himself to Rivas as a federal officer during the
    stop. Wibel testified that House activated his emergency lights as he and Beal
    pulled Wibel over to the side of the road. McFarland testified that House was
    driving a law enforcement vehicle and that House activated his emergency lights
    as he seized McFarland. Thompson testified that House was driving a law
    enforcement vehicle, and that House was wearing his uniform as he seized
    Thompson. Rivas’s, Wibel’s, McFarland’s and Thompson’s testimony entitled the
    jury to find that House was acting under color of law when he seized each of those
    49
    four motorists. See 
    Classic, 313 U.S. at 326
    , 61 S. Ct. at 1043. To the extent that
    House effected the seizure of Wibel through Beal, Beal’s testimony entitled the
    jury to find that House effected this seizure under color of law. Cf. 
    Almand, 103 F.3d at 1514–15
    (explaining that a law enforcement officer is probably acting
    under color of law when he uses “his status as a police officer” to induce another
    to act). That House may have overstepped his authority in effecting the seizures is
    no defense for his conduct. Cf. 
    Screws, 325 U.S. at 111
    , 65 S. Ct. at 1040;
    
    Almand, 103 F.3d at 1513
    .
    2. Convictions for Making False Statements
    House argues that no reasonable jury would have convicted him on counts
    five, eight, or twelve because the reports charged in those counts were consistent
    with his contemporaneous, oral accounts of the relevant seizures, and “no
    reasonable jury would have believed [he] [made] up facts as they were happening
    and then remembered his fictitious story and made up the same facts as he later
    prepared a report.” House also argues that there was insufficient evidence to
    support his convictions for the violations of section 1001 charged in counts five,
    eight, ten, and twelve because any false statements in the incident reports he
    submitted were not material. House maintains that the statements in the reports
    were material only to establish that he had “proper cause” for the seizures
    50
    described in the reports, and because each of those seizures were based on
    probable cause, “any purported misstatement as to the other facts in the reports
    was not material.” We disagree.
    To convict House under section 1001, the government had to prove “(1) that
    a statement was made; (2) that it was false; (3) that it was material; (4) that it was
    made with specific intent; and (5) that it was within the jurisdiction of an agency
    of the United States.” United States v. Boffil-Rivera, 
    607 F.3d 736
    , 740 (11th Cir.
    2010) (internal quotation marks omitted). The false statement may take the form
    of an affirmative misrepresentation or the concealment of a material fact. 
    Id. “Falsity through concealment
    exists where disclosure of the concealed information
    is required by a statute, government regulation, or form.” United States v.
    Calhoon, 
    97 F.3d 518
    , 526 (11th Cir. 1996). A false statement is material if it
    “ha[s] a natural tendency to influence, or be capable of influencing, the decision of
    the decisionmaking body to which it was addressed”; proof of actual influence is
    not required. 
    Boffil-Rivera, 607 F.3d at 741
    (internal quotation marks and
    alteration omitted). The specific intent required is the “intent to deceive by
    making a false or fraudulent statement.” United States v. Dothard, 
    666 F.2d 498
    ,
    503 (11th Cir. 1982). An agency’s jurisdiction encompasses “all matters confided
    to the authority of an agency or department,” and jurisdiction requires only that the
    51
    agency possess “power to exercise authority in a particular situation.” United
    States v. Rodgers, 
    466 U.S. 475
    , 479, 
    104 S. Ct. 1942
    , 1946 (1984).
    a. Evidence that House Made False Statements
    The government produced sufficient evidence that House made the
    statements charged in counts five, eight, ten and twelve and that the statements
    were false. The government established that House made the statements in the
    incident reports describing House’s encounters with Rivas, Wibel, McFarland, and
    Thompson. House’s name appears on each of the reports as the filing officer, and
    House disputes neither his submission of the reports nor his responsibility for the
    statements in the reports. The government established the existence of affirmative
    misrepresentations and omissions in each of the reports through the testimony of
    Rivas, Wibel, McFarland, and Thompson, each of whom testified that the reports
    provided false accounts of their encounters with House. House offers no support
    for the proposition that no jury could reasonably believe a defendant can lie
    consistently. In any event, there is nothing to suggest that the testimony of Rivas,
    Wibel, McFarland, and Thompson is “incredible as a matter of law.” See United
    States v. Hewitt, 
    663 F.2d 1381
    , 1386 (11th Cir. 1981).
    b. Evidence that the False Statements Were Material
    52
    The government established the materiality of the false statements charged
    in counts five, eight, ten, and twelve through the testimony of Andrews and
    Dingman. Andrews testified that Federal Protective Service supervisors use these
    reports to determine whether the officers’ conduct was authorized and because
    other law enforcement agents sometimes use the reports in connection with
    criminal prosecutions. Andrews explained that, for a report to be useful for either
    of these purposes, an officer must provide truthful information as to all of the facts
    and circumstances surrounding the events documented in the report. Dingman
    offered similar testimony that an officer’s provision of “a true and accurate factual
    account” of events in each police report he files is “material to his duties as a
    federal police officer.” He testified that the government uses the reports in
    deciding whether to initiate criminal prosecutions, that it was “very important”
    that a report include truthful information in relation to “all of the facts of the case,
    the who, what, when, where, and how of the case,” and that false statements in a
    report could ruin any case the government attempts to pursue based upon events
    described in that report. Andrews’s and Dingman’s testimony refutes House’s
    argument that not all of the statements in the reports were material.
    c. Evidence that House Acted with Specific Intent to Deceive
    53
    The government also presented sufficient evidence that House had the intent
    to deceive when he made the false statements charged in counts five, eight, ten,
    and twelve. Because “[s]pecific intent to defraud can be difficult to prove,”
    United States v. Ethridge, 
    948 F.2d 1215
    , 1217 (11th Cir. 1991), “[w]e have held
    that § 1001 convictions challenged on sufficiency of the evidence grounds can be
    affirmed based on a finding that a jury reasonably could infer from circumstantial
    evidence that the defendants acted knowingly and willfully,” United States v.
    Gafyczk, 
    847 F.2d 685
    , 692 (11th Cir. 1988); see also 
    McCarrick, 294 F.3d at 1291
    ; United States v. Hernando Ospina, 
    798 F.2d 1570
    , 1581 (11th Cir. 1986).
    Circumstantial evidence supports that inference here. Andrews, Glynn, Reed, and
    Dingman testified that the policy of the Federal Protective Service prohibited
    traffic stops for minor traffic violations outside of federal property, House was
    familiar with that policy, House had been reprimanded repeatedly and subjected to
    an internal agency investigation for violations of the policy, and House’s vehicular
    privileges had been temporarily suspended as a result of the internal investigation.
    Andrews and Dingman testified that House was required to file an incident report
    each time he activated his emergency lights or conducted a traffic stop and that
    House’s supervisors used those reports to determine whether his actions were
    permitted. Based on the testimony of Rivas, Wibel, McFarland, and Thompson,
    54
    the encounters House reported violated agency policy. The jury could reasonably
    have inferred that House made false statements in the incident reports with the
    specific intent to deceive his supervisors to avoid further discipline for violations
    of agency policy.
    d. Evidence that the Statements Were Within the Jurisdiction of a Federal Agency
    Finally, the false statements charged in counts five, eight, ten, and twelve
    were within the jurisdiction of a federal agency. House’s reports of his encounters
    with Rivas, Wibel, McFarland, and Thompson were “matters confided to the
    authority of” the Federal Protective Service, over which the agency possessed
    “power to exercise authority.” 
    Rodgers, 466 U.S. at 479
    , 104 S. Ct. at 1946. We
    have explained that “[s]ection 1001 is necessarily couched in very broad terms to
    encompass the variety of deceptive practices which ingenious individuals might
    perpetrate upon an increasingly complex government” and held that, where a
    federal agency commonly uses an official form “in the performance of its regularly
    conducted activities,” the submission of a completed form to that agency satisfies
    the jurisdictional requirement of section 1001. 
    Gafyczk, 847 F.2d at 690–91
    (internal quotation marks and alteration omitted). Testimony by Andrews and
    Dingman established that the Federal Protective Service and other federal law
    55
    enforcement agencies used the incident reports in the performance of their regular
    activities. Cf. 
    id. at 691. B.
    The District Court Erred when It Instructed that a Seizure Effected Without
    Jurisdiction or Authority Violates the Fourth Amendment, but the District Court
    Did Not Otherwise Err in its Jury Charge.
    We divide our discussion of House’s arguments about the jury instructions
    into two parts. First, we address House’s challenges to four instructions included
    in the jury charge. Second, we address House’s challenges to the omission of five
    instructions from the jury charge.
    1. Instructions Included in the Jury Charge
    On appeal, House challenges four instructions included in the jury charge.
    First, House argues that the district court erred when it instructed the jury that a
    traffic stop is unreasonable under the Fourth Amendment whenever effected by a
    law enforcement officer without jurisdiction or authority. Second, House
    maintains that the district court erred when it instructed the jury that an initially
    valid traffic stop could develop into an unreasonable detention without
    distinguishing between stops based on reasonable suspicion and stops based on
    probable cause. Third, House argues that the district court plainly erred when it
    instructed the jury on the definition of “willfully” under section 242 because its
    instructions failed to explain that House must have acted without probable cause
    56
    and not merely contrary to agency policy to have violated section 242. Fourth,
    House argues that the district court plainly erred when it instructed the jury that
    the statements in the incident reports he submitted to the Federal Protective
    Service concerned a “matter within the jurisdiction of” a federal agency under
    section 1001. We agree that the district court erred when it instructed the jury that
    a traffic stop effected without jurisdiction or authority is unreasonable under the
    Fourth Amendment, but conclude that House’s other arguments fail.
    The district court misstated the law when it instructed the jury that a traffic
    stop is unreasonable under the Fourth Amendment if it is effected without
    jurisdiction or authority. The Supreme Court has held that a traffic stop is
    reasonable under the Fourth Amendment when supported by probable cause or
    reasonable suspicion even if it is inconsistent with agency policy, see 
    Whren, 517 U.S. at 813–16
    , 116 S. Ct. at 1774–76, or state law, see 
    Moore, 553 U.S. at 173–76
    , 128 S. Ct. at 1605–07. See also 
    Chanthasouxat, 342 F.3d at 1275
    . The
    instruction by the district court allowed the jury to convict House for the
    unreasonable seizures charged in counts one, two, three, four, six, seven, nine, and
    eleven if they found that House lacked either (1) probable cause or reasonable
    suspicion, or (2) jurisdiction or authority to effect the seizures charged in those
    57
    counts. That is, the district court instructed the jury that House could be convicted
    even if they found that he had probable cause or reasonable suspicion.
    This error in the jury charge requires reversal of House’s convictions on
    counts one, two, three, and six, but it was harmless with respect to his remaining
    convictions for willful unreasonable seizures. The government presented evidence
    that House lacked authority or jurisdiction to effect the seizures with which he had
    been charged, and House’s convictions for willful unreasonable seizures, standing
    alone, do not tell us whether the jury found that House lacked probable cause or
    reasonable suspicion for the seizures underlying those convictions. But his
    convictions on counts four, seven, nine, and eleven do not stand alone; they stand
    together with his convictions for making false statements. The jury found House
    guilty of making false statements in the incident reports where he described the
    seizures charged in counts four, seven, nine, and eleven, which means that the jury
    credited the motorists’ accounts of those seizures and discredited House’s
    accounts of those seizures. The finding that House’s reports were false necessarily
    means that House lacked probable cause or reasonable suspicion for those
    seizures. Because of this finding, the erroneous jury instruction could not have
    contributed to the jury’s verdict with respect to counts four, seven, nine, and
    58
    eleven, and we conclude that the error was harmless as to those four counts. See
    
    Chapman, 386 U.S. at 24
    , 87 S. Ct. at 828.
    We need not decide whether the district court erred when it instructed the
    jury that an initially valid traffic stop could develop into an unreasonable
    detention, because that error is harmless as to House’s remaining convictions for
    willful unreasonable seizures. The jury found that the seizures charged in counts
    four, seven, nine, and eleven were not supported by probable cause or reasonable
    suspicion so the jury would have had no occasion to apply the instruction in its
    consideration of those seizures. The instruction could not have contributed to the
    jury’s verdict with respect to any of those four counts. See 
    Chapman, 386 U.S. at 24
    , 87 S. Ct. at 828.
    The district court did not err, plainly or otherwise, when it instructed the
    jury about the definition of “willfully” under section 242 or when it instructed the
    jury that the statements in the incident reports House submitted to the Federal
    Protective Service were matters within the jurisdiction of a federal agency. The
    definition of “willfully” in the jury charge was consistent with the definition of
    that term provided by the Supreme Court in 
    Screws, 325 U.S. at 101–07
    , 65 S. Ct.
    at 1035–38. If the instructions did not make clear that House must have acted
    without probable cause and not merely contrary to agency policy to have violated
    59
    section 242, that lack of clarity was due to the erroneous definition of
    unreasonableness under the Fourth Amendment. The district court correctly
    instructed the jury that the statements in the incident reports House submitted to
    the Federal Protective Service concerned a “matter within the jurisdiction of” a
    federal agency under section 1001 because the Federal Protective Service is a
    federal agency that uses incident reports filed by its officers in its regular course of
    business. Where a federal agency uses a form in its regular course of business, the
    information provided on that form is a matter within the jurisdiction of the federal
    agency. See 
    Gafyczk, 847 F.2d at 690–91
    .
    2. Instructions Omitted from the Jury Charge
    House also challenges the omission of four instructions from the jury
    charge. First, House argues that the district court abused its discretion when it
    failed to instruct the jury that the Fourth Amendment permits arrests for minor
    traffic violations committed in a law enforcement officer’s presence. Second,
    House argues that the district court abused its discretion when it failed to instruct
    the jury that House could not be convicted of violating section 242 unless he had
    fair warning that his conduct was unlawful. Third, House argues that the district
    court abused its discretion when it failed to instruct the jury that a law enforcement
    officer’s subjective intent is irrelevant to the reasonableness of a traffic stop under
    60
    the Fourth Amendment. Fourth, House argues that the district court abused its
    discretion when it failed to instruct the jury that the reasonableness of a traffic stop
    under the Fourth Amendment is not dependent upon state law or local agency
    policy. Fifth, House argues that the district court abused its discretion when it
    failed to instruct the jury that Georgia law permits citizens’ arrests for minor
    traffic violations. None of these omissions warrants reversal of House’s
    convictions for counts four, five, seven, eight, nine, ten, eleven, or twelve.
    The district court did not abuse its discretion when it refused to instruct the
    jury on the issue of fair warning. “[T]he issue of whether a [law] is void for
    vagueness is a question of law for the court to determine,” which means that
    “defendants [are] not entitled to a ‘fair warning’ instruction to the jury.” United
    States v. Paradies, 
    98 F.3d 1266
    , 1284 (11th Cir. 1996).
    The remaining four omissions from the jury charge, even if erroneous, were
    harmless. Because the jury found that the seizures charged in counts four, seven,
    nine, and eleven were not supported by probable cause or reasonable suspicion, it
    would have been irrelevant to the jury’s consideration of those seizures that the
    Fourth Amendment permits arrests for minor traffic violations, that a law
    enforcement officer’s subjective intent is irrelevant to the reasonableness of a
    traffic stop under the Fourth Amendment, that the reasonableness of a traffic stop
    61
    under the Fourth Amendment is not dependent upon state law or local agency
    policy, and that Georgia law permits citizens’ arrests for minor traffic violations.
    Nor were any of those instructions relevant to the jury’s consideration of the
    violations of section 1001 charged in counts five, eight, ten, and twelve. The
    omission of those instructions could not have contributed to the jury’s verdict with
    respect to any of the remaining eight counts. See 
    Chapman, 386 U.S. at 24
    , 87 S.
    Ct. at 828.
    C. The District Court Did Not Err in Its Management of the Trial.
    House argues that the district court inappropriately interjected itself into the
    trial twice. First, House maintains that the district court reinforced an incorrect
    statement of law by the prosecutor. Second, House contends that the district court
    directed the government as to how best to prove its case. We address each of
    these arguments in turn.
    1. Comment Regarding Legality of Seizure with Probable Cause
    House maintains that the prosecutor incorrectly stated the law when he
    asked Reed, “If [Federal Protective Service officers] have probable cause to make
    a traffic stop, they are violating the civil rights of the motorists?” House argues
    that the district court reinforced that incorrect statement of law when House
    objected to the question on the basis that it was “not true,” and the district court
    62
    responded, “It is too. It’s got some if’s and and’s to it. We are getting to the if
    part. I think you are farafield [sic].” House also argues that the prosecutor
    reinforced the incorrect statement of law again when, shortly after the district
    judge’s statement, the prosecutor asked Reed, “If [Federal Protective Service
    officers] have probable cause and they do detain the individual, they have done
    something unlawful?” According to House, the reinforcement of the incorrect
    statement of law was “prejudicial plain error,” and the prosecutor’s later
    reinforcement of the incorrect statement of law increased the prejudice caused by
    the first misstatement. In addition, House argues that no curative instruction in the
    jury charge could have remedied the prejudicial impact of the misstatement of law
    because the misstatement may have influenced the jury’s impression of the
    evidence when it was presented at trial. We disagree.
    The district court did not plainly err when it made the comment at issue.
    “We will not reverse a conviction based upon comments of the trial judge unless
    the comments are so prejudicial as to amount to denial of a fair trial,” United
    States v. Ramos, 
    933 F.2d 968
    , 973 (11th Cir. 1991), and we have frequently held
    that a single isolated comment during a lengthy trial is insufficiently prejudicial to
    require reversal of a criminal conviction, see, e.g., United States v. Brown, 
    441 F.3d 1330
    , 1358 (11th Cir. 2006); Chandler v. Moore, 
    240 F.3d 907
    , 912–13 (11th
    63
    Cir. 2001). We are not convinced that either the district judge’s comment alone or
    the combined impact of that comment and the prosecutor’s questions affected the
    outcome of House’s trial. The district court instructed the jury that they could not
    base their verdict on statements by the parties’ attorneys or its own comments,
    except for its instructions to them regarding the applicable law, and we must
    assume the jury followed these instructions. United States v. Butler, 
    102 F.3d 1191
    , 1196 (11th Cir. 1997). Nor are we convinced that the district judge’s
    comment unduly influenced the jury during the presentation of the evidence. The
    district court had instructed the jury before the trial began not to allow their “first
    impressions” to “control” what they thought and not to “start making up [their]
    mind[s]” about the verdict until they had “heard the whole case.” And because the
    district court sustained House’s objection to the prosecutor’s question immediately
    after making the comment at issue, it is unlikely that the jury perceived the
    comment as an endorsement of the government’s position. In any event, neither
    the district judge’s comment alone nor the combined impact of that comment and
    the prosecutor’s questions could have prejudiced House with respect to counts
    four, seven, nine, or eleven because, as we have already explained, the jury found
    that the seizures charged in those counts were not supported by probable cause.
    2. Statement Regarding Production of Court Records
    64
    House argues that the district court erred when it stated that it would obtain
    the court records that explained the dismissal of Kinnamont’s charges if the
    prosecutor did not have them before the trial was over because “the jury need[ed]
    to know” why the charges were dismissed. According to House, this statement
    amounted to a “direct[ion] [to] the government as to the evidence it needed to
    prove to the jury.” House also contends that the district judge’s insistence that the
    jury see the court records may have influenced the jury’s determination of whether
    House had probable cause to stop Kinnamont. We disagree.
    The district court did not plainly err. “A district court judge has wide
    discretion in managing the proceedings[;] he may comment on the evidence,
    question witnesses, elicit facts not yet adduced or clarify those previously
    presented, and maintain the pace of a trial by interrupting or cutting off counsel as
    a matter of discretion.” United States v. Day, 
    405 F.3d 1293
    , 1297 (11th Cir.
    2005) (internal quotation marks omitted). And we have previously held that a
    district court did not abuse his discretion in managing the trial where he “found
    the testimony of a witness to be confusing and suggested to the government the
    manner in which it might be clarified.” 
    Id. We are unpersuaded
    that the statement
    at issue here was sufficiently prejudicial to have denied House a fair trial. See
    
    Ramos, 933 F.2d at 973
    . The district court instructed the jury to “disregard
    65
    anything [the district court] might have said during the trial” except its instructions
    on the law “in arriving at [their] decision concerning the facts of this case,” and
    “not [to] assume from anything [it] may have said during [the] trial” that it “ha[d]
    any opinion concerning any of the issues in [the] case.” These instructions
    precluded the jury from considering the statement at issue in appraising the
    evidentiary significance of the court records. The district court also instructed the
    jury to “rely only on the facts known to [House] before the stop was made” in
    determining whether House had probable cause or reasonable suspicion for a stop.
    This instruction precluded the jury from relying on the eventual dismissal of
    Kinnamont’s charges in determining whether House had probable cause to stop
    Kinnamont. We must assume the jury followed all instructions given to them.
    
    Butler, 102 F.3d at 1196
    .
    D. The District Court Did Not Err when It Excluded Evidence.
    House contends that the district court abused its discretion when it excluded
    testimony concerning a traffic stop for which House had not been charged and
    testimony about Georgia law regarding traffic stops and arrests, but we disagree.
    Testimony concerning a traffic stop for which House had not been charged was
    irrelevant to any issue of fact before the jury, and the district court correctly
    excluded it. See Fed. R. Evid. 401, 402. The district court also correctly
    66
    excluded testimony about Georgia law. “Domestic law is properly considered and
    determined by the court whose function it is to instruct the jury on the law;
    domestic law is not to be presented through testimony and argued to the jury as a
    question of fact.” United States v. Oliveros, 
    275 F.3d 1299
    , 1306–07 (11th Cir.
    2001).
    E. There Was No Commentary on House’s Failure to Testify.
    House argues that the prosecutor improperly commented on House’s
    decision not to testify when the prosecutor remarked to the jury during his closing
    argument in reference to House’s encounters with Padgett, “We don’t have the
    defendant’s version of that stop because there is no report about that one. The
    only evidence you have therefore is that I wasn’t doing anything wrong but
    driving down the road in the left-hand lane and I got stopped for aggressive
    driving both times.” House also contends that the district court compounded this
    error when it failed to instruct the jury that they were not permitted to draw any
    adverse inferences from House’s decision not to testify. These arguments fail.
    The prosecutor did not comment on House’s failure to testify. A prosecutor
    comments on a defendant’s invocation of his right not to testify if the
    “prosecutor’s remarks were manifestly intended to urge the jury to draw an
    inference from the defendant’s silence that he or she is guilty,” or if “a jury would
    67
    naturally and necessarily construe the prosecutor’s remarks as inviting such an
    impermissible inference.” United States v. Thompson, 
    422 F.3d 1285
    , 1299 (11th
    Cir. 2005). Whether these conditions are satisfied “can be determined only by
    examining the context in which the statement was made.” 
    Id. Here, the prosecutor
    observed that House had not filed a report documenting his stops of
    Padgett to emphasize the fact that the only evidence relating to those stops was
    Padgett’s testimony, which proved that House did not have probable cause to stop
    Padgett. The prosecutor’s remarks encouraged the jury to convict House based on
    Padgett’s testimony, not House’s silence, and there is no basis for us to conclude
    that a jury would have construed those remarks in any other manner. Cf. 
    id. (holding that a
    prosecutor’s remarks were not improper where they were intended
    to discourage an improper positive inference from the fact that one codefendant
    did testify rather than to encourage an improper negative inference from the fact
    that the other codefendant did not testify).
    In addition, House has waived his right to challenge his conviction on the
    basis of the district judge’s failure to instruct the jury that they could not draw any
    adverse inferences from House’s failure to testify. When the district court offered
    to call the jury back into the courtroom and provide such an instruction, House’s
    counsel responded, “We are fine as it is. We don’t ask that you bring them back.”
    68
    This response constituted an invitation of the omission that House now
    characterizes as error, which means we are precluded from reviewing the alleged
    error on appeal. See 
    Silvestri, 409 F.3d at 1337
    .
    F. House’s Argument About Ineffective Assistance of Counsel Will Not Be
    Reviewed on Direct Appeal.
    House argues for the first time in his reply brief that his counsel was
    ineffective for his failure to renew his motion for acquittal at the close of all the
    evidence, but “except in the rare instance when the record is sufficiently
    developed, we will not address claims for ineffective assistance of counsel on
    direct appeal,” United States v. Merrill, 
    513 F.3d 1293
    , 1308 (11th Cir. 2008)
    (internal quotation marks and alteration omitted). “Instead, an ineffective
    assistance of counsel claim is properly raised in a collateral attack on the
    conviction under 28 U.S.C. § 2255.” 
    Id. (internal quotation marks
    and alteration
    omitted). Moreover, because House raised his claim of ineffective assistance for
    the first time in his reply brief, we would not review it even if the record were
    fully developed. See United States v. Dicter, 
    198 F.3d 1284
    , 1289 (11th Cir.
    1999).
    G. There Was No Cumulative Error.
    House also argues that the cumulative effect of the errors he has alleged on
    appeal deprived him of a fair trial, but where there is no error or only a single
    69
    error, there can be no cumulative error, see United States v. Waldon, 
    363 F.3d 1103
    , 1110 (11th Cir. 2004). Because House has identified only a single error in
    this appeal, his argument of cumulative error fails.
    III. CONCLUSION
    We VACATE House’s convictions on counts one, two, three, and six. We
    AFFIRM House’s convictions on Counts four, five, seven, eight, nine, ten,
    eleven, and twelve. We REMAND for further proceedings consistent with this
    opinion.
    70