Someone is fat for no apparent reason. Due to overeating and lack of exercise because one is just "too damn lazy" to do something about their obvious weight problem.
Aeriel Griffin is stupid-fat because she sits around and eats. The only form of exercise she gets is sex with her smaller than average boyfriend.