Your PC already has temp sensors inside - so you can follow Evilonigiri's advice and get one of those programs. They both work very well and I believe
that the newest version of speedfan has the correct temperature offsets already in place.
You could also check your BIOS during your bootup to see what an idle temp at stock settings would be. Can't help you if you want to see a load temp though.