The cat's in the bag

Dad says there's an expression that says, "The cat's out of the bag." That makes no sense to me, because, obviously, if there's a bag, there's going to be a cat in it. In this case, Maggie's taking her turn. And when she's not looking caught, she's chewing on those great string handles.