Would 'fat' people traditionally be the more advanced / evolved humans??

Sorry for the crass question.

Was thinking about how some people just have the genes and predisposition to get fatter easily / while eating the same amount of food as others.

If humans were still in the caveman era, I'd somehow imagine these people to have a more ideal 'system' with evolutionary advantage - kind of using less energy / food in day to day activities.