jDictionary Advanced English Dictionary defines guilty pleasure as:
(idiomatic) Something that brings pleasure but is considered taboo, unadvisable or lowbrow. "For the renowned sushi chef, eating fish sticks drowned in tartar sauce was a guilty pleasure."
Not looking for things like: 罪恶的快感.
Hoping there's something more idiomatic.