I go to have a snack and lock my computer, which shouldn't affect anything running, and when I come back Steam is closed and won't open again. I'll try restarting.
Yeah, sometimes the server Steam decides to pick is completely jammed up so your download speed gets backed up really bad. Usually restarting Steam once or twice will fix it.