Cool Spring Island is a island located in Southampton County, Virginia. It appears on the Franklin USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 0.41 feet (0.12 m) above sea level. The nearest populated place is Franklin, approximately 0.4 miles to the SSE.