used for expressing surprise US,1944 An abbreviated version of JEEPERS, CREEPERS!
Creepers! If any of my buddies in the lower income group could see me here, I wonder what they’d say. [Freckles and his Friends comic strip] — SanFranciscoNews, p. 29, 17 October 1946