Was it the plug on the far right looking into the engine? That would be plug 1 I think.

----------Oil cap.
4 -- 3 --2 --1

Could oil simply have spilled down the valve cover during an oil change and then sit down in the plug hole?

I would replace the plugs and run for a week to see if the oil returns before changing all the gaskets and such.