Cold Hearted was inspired from Bob Fosse's erotica dance sequence from the movie All That Jazz. In the video, Abdul dances for music executives with a group of semi-nude dancers. The dance floor includes scaffolding where Abdul and her dancers hang and grind. Abdul's choreography for this video was very sexual and intricate.
Paula's belly button was showing for the first time in one of her videos.