for me, it depends on the path. If the running route is a route that I know and I don't need to check navigation or signs, I reach to runners' high pretty easily. And I agree it's a strange/great feeling :)
However, if it's a trail that I run the first time, I cannot get the runners high. I guess it related to my mind is being anxious about not losing the route. :)