If you like lava flow, lava tubes, and so on, there is a nearby National Monument on the California side of the border called Lava Beds National Monument.
The surface is mostly dry and deserty, with hundreds of lava tubes and formations. The most interesting thing to me was it contains Captain Jack's hideout, where a small band of Indians were surrounded by the US calvary but held them off for months before slipping past them one night and escaping.