According to Cambridge Dictionaries online, the definition of rock face is "an area of vertical surface on a large rock or mountain."
To me, a rock face is a face—eyes, nose, mouth, and so on—that I see outlined in a rock. And, I see many rock faces in the Pinnacles National Park. How about you?