Tanner Creek is a stream located in Gilmer County, West Virginia. It appears on the Tanner USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 684.15 feet (208.53 m) above sea level. The nearest populated place is Latonia, approximately 0.6 miles to the NNW.