penguin bitch Share definition Flag large annoying woman that thinks she's hot but in fact she is not and that surrounds herself with penguins. I think I'm hot...but really...everything thinks I'm not! penguin bitch by Non-Penguin lover May 5, 2005 Get the penguin bitch mug.