It's not all. Pramipexole and other dopamine agonist medications can cause compulsive gambling in previous non-gamblers as a side effect. That makes me think that the thrill of gambling has something to do with the dopamine system and the design of the human risk/reward system, and that compulsive gambling probably has some kind of organic cause that you couldn't find in the pure mathematics of expected utility.