I wasn't expecting solitude at the popular spots, but I was somewhat taken aback by just how many people there were. I mean there was a giant parking lot for tour buses for chrissakes.

You're spot on about hiking a couple of miles to lose the throngs - that's something I've noticed as well. Another way to find quiet spots is to get guidebooks of the area which usually list how busy a particular trail is.