Exit the I5 freeway onto "Hungry Valley Road". Drive 5 miles. The road will fork. Take the left fork labeled "Gold Hill Road". Drive approximately 6 miles and you will arrive.
It is a very easy drive. A mix of well maintained dirt/gravel road and old blacktop filled with potholes. 2WD is fine. You could even get a honda civic up there if you really needed to..