The videos are more about the choreography and the abrupt transition from a calm scene to an energetic dance. There's often a brief snippet of a song playing in the background, usually "Harlem Shake" by Baauer, but the words in the song are not the focus.
The "Harlem Shake" videos were all about participation and creating a humorous and energetic video.