Lyric discussion by mlganser3 

Cover art for We're Going to Be Friends lyrics by White Stripes, The

Here it is. It will explain the seeming contradiction you all have with the "innocence" and the "melancholy" of the song: Imaginary friend. Suzy Lee does not exist, other than in the narrarator's head. Go ahead, re-read the lyrics.