Don't discount buying wicking base layers at stores like Target if goodwill doesn't have sufficient layers - I prefer to support local retailers (or not so local non-big box stores), but sometimes you can get great deals on pretty nice stuff. Usually in the lingerie department.

Good luck! You really can stay warm without spending a fortune!