Surprise Spring is a spring located in Baker County, Oregon. It appears on the Balm Creek Reservoir USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 4,417.75 feet (1,346.53 m) above sea level. The nearest populated place is Sparta, approximately 5.2 miles to the SSE.