Upper Sugar Creek is a stream located in Benton County, Indiana. It appears on the Wadena USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 761.92 feet (232.23 m) above sea level. The nearest populated place is Gravel Hill, approximately 3.4 miles to the SSW.