I used to call this "getting lost on purpose". In a foreign city, I would leave my hotel and just head out. Get on a bus without knowing where it goes and ride for a while. See something interesting, get off and take a look. Maybe walk a while, and get on another bus. At some point you either decide to try to get back on your own, or you look for a taxi and ask for your hotel.