In an era dominated by hyper-compressed digital percussion, the sonic restraint of this acoustic revenge ballad set it apart. Benny Blanco’s production relied almost exclusively on negative space. The recording contains no drum kit, no synthesized sub-bass, and no multi-layered vocal walls during the verses.
Instead, the instrumental foundation rests on clean electric guitar picking, played with subtle syncopation that drives rhythm without needing percussion. This structural decision kept the listener focused squarely on Bieber's vocal inflections and the biting storytelling.
The single sonic departure arrives near the track's climax: a warm, brass-laden interlude. The Philip Beaudreau trumpet solo injects an unexpected jazz sensibility into an otherwise stark pop track. Beaudreau, an accomplished multi-instrumentalist and songwriter, recorded the muted brass lines to add dynamic texture to the bridge and outro. The horns provide a momentary burst of warmth before leaving Bieber alone on the final, dry vocal phrase.