Pearl River Rat Share definition Flag Noun. Someone who exploits you for sex. "I thought he was wanting a relationship, but it just turned out he was a Pearl River Rat." Pearl River Rat by Queen Daniel April 12, 2020 Get the Pearl River Rat mug.