Rice Bay is a bay located in Gogebic County, Michigan. It appears on the Imp Lake USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,680.15 feet (512.11 m) above sea level. The nearest populated place is Katakitckon Indian Village, approximately 1.0 miles to the WNW.