No, they should not, because they follow a copula and are thus in the predicate. Unlike compound adjectives preceding the noun they modify, compound predicate adjectives are by convention not hyphenated.
Thus:
"His arrogance-riddled words got on my nerves."
But:
"He got on my nerves because his words were arrogance riddled."
Originally Posted by: Nonstopdrivel