Moose Cave in Grafton State Park is named after the moose that fell down into the cave years ago. The trail leading to the cave overlook winds through rock gardens and boulder fields before arriving at the halfway steps. This isn't a super smooth trail, but it's pretty short and offers a submersion into the forest of Grafton State Park.