Fat Back Bitch Share definition Flag Originating in the Eastern most northern point of Pennsylvania. Term used to describe a person with excess skin on back of the neck. That’s why I’m taking you for support you fat back bitch. Fat Back Bitch by Eddy T December 6, 2022 Get the Fat Back Bitch mug.