Surprise Lake is a lake located in Siskiyou County, California. It appears on the Ash Creek Butte USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 6,729.88 feet (2,051.27 m) above sea level. The nearest populated place is Andesite, approximately 9.0 miles to the WNW.