Knitted wool sweater is my usual mid-layer, between my Paramo mountain shirt and a windproof.
During the recent freeze, Ive also been cycling with thick woolen gloves instead of my thinner winter cycling gloves.

The only advantage of synthetics is when you immerse them in water, and can wring them dry.