They were like a child's toy; you would spin it a dozen times counterclockwise, and then it would slowly rotate clockwise for the next several minutes. Obviously, it couldn't be battery-powered.
Thinking about it now, it must have had some kind of plastic spring mechanism. Wish I had busted it open and looked.