Little Sugar Creek is a stream located in Fannin County, Georgia. It appears on the Mineral Bluff USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,563.90 feet (476.68 m) above sea level. The nearest populated place is Murphy Junction, approximately 1.8 miles to the ESE.