Lovers Leap Canyon is a valley located in Luna County, New Mexico. It appears on the Florida Gap USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 5,004.23 feet (1,525.29 m) above sea level. The nearest populated place is Sunshine, approximately 7.9 miles to the W.