In Chicago for business. Cold run in the morning along the Lakefront. It was 6F. Plus windchill. Running along the shore, into the wind, the cold found its way through my sleeve cuffs and froze my wrists. My face froze. And other tender parts, too. Because I had opted not to travel with my wind proof shorts.
On the way back, with the wind at my back, it was fine.