I was sore when I was pretty new to riding too. It turned out that I needed MORE reach. I was too cramped so I was hunching my shoulders up too much to try to make more room, I guess. I kept on my fairly long stock stem (110mm), and dropped the stem angle down a LOT to get more saddle to bar drop.

I felt like the handling of the bike improved 100%, and I was so much more comfortable.