I know someone who was pals with an actual, genuine gangster in the 70s (and to a certain, distant extent today). This someone is very, very emphatic that you wouldn't go anywhere near the cops if you're ever worried about gangs. Apologize, pay up, whatever; not the cops, because you'll wake up in a ditch if you're lucky.