Southeast Lake Nellie is a lake located in Highlands County, Florida. It appears on the Lake June In Winter USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 67.42 feet (20.55 m) above sea level. The nearest populated place is Sylvan Shores, approximately 3.0 miles to the SE.