Chloe Lake is a lake located in Pike County, Kentucky. It appears on the Millard USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 812.84 feet (247.75 m) above sea level. The nearest populated place is Upper Chloe (historical), approximately 0.9 miles to the ENE.