I observed this earlier and I had the misconception that this was Poison Oak. After some research, I have concluded that this is most likely Virginia Creeper, a plant that looks similar to Poison Oak.
This worm was wiggling around in the wet dead grass, held in an adult male's hand to see a somewhat relative size. The worm was mostly brown with some peach and light red bars towards one end (the thicker end)