"Snow White Queen" was inspired after Lee had experiences with stalkers. She stated, "My privacy had been completely invaded and there were a couple of nights where I couldn't stay at my house. So I wrote a song about it through the eyes of the stalker, and with my perspective, too." Entertainment Weekly's Jon Dolan found similarities between the song and Tori Amos' "Me and a Gun". It uses several industrial beats into its composition.
Amy sings her lowest note in this song during the line: "Can't escape the twisted way you think of me."
The instrumental loop in the background is a much slower, pitched dropped version of the instrumental loop from "Even in Death".