Surprise Lake is a lake located in Yakima County, Washington. It appears on the Jennies Butte USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 5,259.19 feet (1,603.00 m) above sea level. The nearest populated place is Berry Patch, approximately 8.0 miles to the W.