Lake Eloise is a lake located in Polk County, Florida. It appears on the Eloise USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 130.07 feet (39.65 m) above sea level. The nearest populated place is Cypress Gardens, approximately 1.1 miles to the NE.