Little Sugar Valley is a valley located in Centre County, Pennsylvania. It appears on the Madisonburg USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,237.35 feet (377.14 m) above sea level. The nearest populated place is Madisonburg, approximately 2.4 miles to the SE.