That's the low for tonight. That translates to -18C. Add the wind chill and we're talking about -8F or -22C. For Virginia, which is a "southern" state (although it's really the mid-Atlantic), it's a mite chilly.
I'm reconsidering walking to the gym tomorrow morning.