Yosemite is great, very, very scenic; did a lot of hiking. I'm assuming the pictures you posted were not actually in Yosemite, but on the way to it.
You mention LA. There is a great hiking trail there, IMO. It's Runyon Canyon, and if you can find a local before starting the hike, they may show you the back way into the trail, if you like something more difficult.