Was the harley Davidson fat boy nameded after the atomic bombs from WWII?

According to the Motor Company, no, it was not. And if you look at photos of the two bombs, Little Boy and Fat Man, you'll see there's no resemblance to the 1990 Fat Boy's paint scheme, either.