Uphill makes sense, as a cave system has to run out somewhere, and the higher you go, the less ground there is in general.

"It could be the locals are using the caves for cattle storage - it would be an easy way to get them into a defensible space." She muses, because babbling stops the rattle of nerves. Sort of.