The vaudevillian-style song is about medical student Maxwell Edison, who uses his silver hammer to murder his girlfriend Joan, then his teacher, and finally the judge during his murder trial. Despite the grim subject matter, the song is bouncy and upbeat (a "happy song about a serial killer").