The range borders the eastern shore of Elephant Butte Reservoir on the Rio Grande .
The range lies towards the southwest of the Jornada del Muerto , the desert region east of the river .
The range borders the eastern shore of Elephant Butte Reservoir on the Rio Grande , and the range lies towards the southwest of the Jornada del Muerto , the desert region east of the river .