Lake Olivia is a lake located in Highlands County, Florida. It appears on the Frostproof USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 112.41 feet (34.26 m) above sea level. The nearest populated place is Avon Park Lakes, approximately 0.3 miles to the S.