Gum Log Creek is a stream located in Franklin County, Georgia. It appears on the Lavonia USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 660.50 feet (201.32 m) above sea level. The nearest populated place is Poplar Grove, approximately 1.1 miles to the N.