California Poppies, Yellow Goldfield, Purple Heliotrope and Magenta Owl Clover. Antelope Valley is located in northern Los Angeles County, California, and the southeast portion of Kern County, California, and constitutes the western tip of the Mojave Desert. It is situated between the Tehachapi and the San Gabriel Mountains.