Thanks everyone!
(and thanks Bob, for bringing this thread back up!)
The center caps can not be chromed as they're plastic and the acid bath they would take would end them being center caps. :D
I bought an extra set, sanded them, primed them, sanded, re-primed, sanded, painted, sanded, painted...