This is a nickname for Coos Bay/North Bend, Oregon. They're two towns that sit right next to each other on the Oregon Coast. It is a highly crime riddled and drug riddled community.
If you're raised up in Gutter Bay somehow it'll keep sucking you back in like a vacuum.