Why are Bay Area quakes so shallow in depth?

When we talk about earthquakes, we hear about the magnitude. But what about depth? In this First Alert Weather Extra segment, Meteorologist Darren Peck has a 3D explanation demonstrating what we mean when we talk about earthquake depth