Florence Bay is a bay located in Keweenaw County, Michigan. It appears on the Todd Harbor USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 601.36 feet (183.29 m) above sea level. The nearest populated place is Rock Harbor Lodge, approximately 17.4 miles to the ENE.