Lost Lake is a lake located in Baylor County, Texas. It appears on the Northwest Lake Kemp USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,148.01 feet (349.91 m) above sea level. The nearest populated place is Seymour, approximately 11.1 miles to the SSE.