Invest in some nice gloves.

I bought some pearl izumi barrier lobster gloves. They are awesome. The quality and construction of these gloves are awesome too.

If you are looking for something cheap I would go with the convertible mittens with thinsulate. You can even wear some $2 stretch gloves under them for even more layering.