@davidjb I'm also 5'1", 120, and look a lot like this. I have always had this, even at a few lbs less. My mom has always had it, too (though she's not as into fitness as I am). I do have a kid, so that might influence it a bit, too.
I do have solid abs under there, but sadly they are hidden.