A person who, while residing in typical "hillbilly" territory, shows no hallmarks of hillbilly behavior.
Man 1: Hey, man. You know Ted in Accounting grew up in a cabin on the Podunk River? And he's the first in his family to graduate college. Or have more than 3 teeth at the same time.
Man 2: Wow. What a hillwilliam.