Hemlock Lake is a lake located in Siskiyou County, California. It appears on the Rainbow Mountain USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 6,192.19 feet (1,887.38 m) above sea level. The nearest populated place is Tennant, approximately 7.3 miles to the N.