Whoops. I was on the road that intersects Dave's Road further to the south.
http://maps.njpinebarrens.com/#lat=39.70543061370779&lng=-74.70601100128175&z=15&type=nj2015&gpx=
I never new either road as Cherry Hill Road back then. Oddly, it seems like some of these road names, including Dave's...