This is something you say when things never quite go your way, when things seem surprising or you see something bizarre or out of the ordinary.
Ex: “you witness a car crash” exclaim Shit-A-Toogah, “the trash bag breaks when you take out the garbage” exclaim Shit-A-Toogah