At the time of the live recording of "Chocolate" on *The Late Show with David Letterman*, Snow Patrol was promoting their album *Final Straw*, which had been released in 2003 and served as a major breakthrough for the band, reaching significant chart success. This period marked a pivotal moment in Snow Patrol’s career, as they transitioned from a relatively unknown group to a mainstream alternative rock sensation. The success of tracks like "Chocolate" helped establish their sound, blending emotive melodies with introspective lyrics, and laid the groundwork for their future hits. Notably, the performance reflects the band's rising popularity in the early 2000s, contributing to their status as key players in the alternative rock scene. The live setting also emphasizes their energetic and engaging performance style, which became a hallmark of their subsequent tours and recordings.