No, Japan is one of the richer countries on the planet per-capita, and bicycles are very popular there. They're popular because they're cheap and simple and they have excellent public transit for longer distances and they don't have to worry much about thieves like in crappier countries. And as a result of people biking and walking more, almost no one there is fat, unlike America where the majority of the population is obese (not just overweight).