Surprise Lake is a lake located in Elmore County, Idaho. It appears on the Mount Everly USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 8,568.18 feet (2,611.58 m) above sea level. The nearest populated place is Atlanta, approximately 9.9 miles to the SSW.