Where's the desert? Well, hike just beyond the trees behind the lake and then fall a few thousand feet down the cliff. Mt. San Jacinto literally rises 8000 feet from Palm Springs' backyard and it's a different world up there. That's all we can say. If we told you more about where Hidden Lake is we'd have to kill you.