"Bloody Hook" may be derived from "hook" (as in a fishing hook) and the minced oath "bloody heck" (matching the name of the band's only song also being a play on a minced oath). "Hook" may also allude to the urban legend and horror story of The Hook, given the tone of the band's only song and its introduction as part of the Splatoween event.