Rich isn’t a characteristic; it’s a temporary situation that can vanish in minutes. Fat and stupid takes years to achieve and is not easily shed.
Well, not to be picky but drunk is also a characteristic which, as Winston Churchill famously pointed out to Nancy Astor, wore off by the morning.