“Do You Think of Me” is track three on The Rarities. It first appeared as a b-side on the “Dreamlover” single in 1993, and became a fan favorite within Carey’s fanbase before being officially released.

Within the booklet of The Rarities, there is a short blurb on each song. The passage on “Do You Think of Me” reads:

This is one of my favorite songs from the Music Box sessions that ended up as a B-side on the “Dreamlover” single. I’m told it’s a fan favorite so I wanted to include it on The Rarities.