I almost always am firing at the pot on the flop but I'm ALWAYS going nutso on the turn here. What do you do if an ace four five or six non club come off on the river if you flat call and somebody goes nutso?

If he's got a set you are going to stack him (well MOST of the time anyway) don't risk a scare card that he might shut down on.