Grog, be sure that your base layers fit somewhat snugly. They'll be more comfortable under your jerseys. I tend to buy turtlenecks on the large size but have learned the error of my ways when I want to layer.

REI outlet will sometimes have killer deals. I've picked up lots of sleeveless and shortsleeve undergarmets from them.