Horse Pen Branch is a stream located in Morgan County, Tennessee. It appears on the Harriman USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 784.86 feet (239.23 m) above sea level. The nearest populated place is Oakdale, approximately 0.8 miles to the E.