If I recall correctly, those may be all the lyrics there are. I think the song is sung during a rehearsal of Emmet's band and gets interrupted.
FWIW, the show is out on DVD and VHS. Here's a link to fye.com, where the video is available for only 5.99. (Hey, I might just get a copy at that price...)