[rape a bitch] Share definition Flag This phrase popularized by R. Kelly is used in situations of extreme excitement to describe what you want to do. Damn, this cheeseburger makes me want to rape a bitch!!! [rape a bitch] by The Shifter January 23, 2009 Get the [rape a bitch] mug.