The track is built on a fast-paced, rhythmic foundation that is typical of "Radio Mixes" intended for mainstream airplay and club rotations.

While the song's title and some associated remixes (like the "Narcotic Creation" mix) use imagery that could be interpreted through different lenses, in the context of 2011 pop music, these terms were largely used to denote and high-impact energy .

The lyrics of "Like Chocolate" rely heavily on sensory metaphors to describe attraction and emotional intensity.