When you go North along route 11 in Virginia through the Shenandoah Valley (e.g. from Lexington to Winchester), you are said to go 'down the valley' Contrarywise, going South from Winchester to Lexington is to 'go up the valley' - it has to do with the flow of the river.
Padre