Florence Lake is a lake located in Leelanau County, Michigan. It appears on the North Manitou Island USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 559.28 feet (170.47 m) above sea level. The nearest populated place is Glen Haven, approximately 8.7 miles to the SSE.