It sounds like simply weak core muscles. The more you ride the stronger they will get, as you seem to be noticing already. Core strengthening exercises will help you get there faster.
I had similar symptoms when I was 40# heavier. just less painful. Your legs are probably stronger than mine were when I was fatter, so my legs gave out before my gut could hurt too much.