Florence Hollow is a valley located in Hardin County, Tennessee. It appears on the Ransom Stand USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 521.03 feet (158.81 m) above sea level. The nearest populated place is Stout, approximately 0.5 miles to the NNE.