Lost Cove is a valley located in Van Buren County, Tennessee. It appears on the Spencer USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,110.74 feet (338.55 m) above sea level. The nearest populated place is Spencer, approximately 1.3 miles to the NE.