Yes, it's supposed to happen. (Maybe it should change, but i think devs wanted to prevent "Lander's Point abuse" which could be simply creating numerous new alts, gathering stuff easily, and exiting - repeat.) So no, you don't keep the items you gathered. You only get their survival kit, which hopefully includes a tent. What you get in the kit is driven by which tasks you completed before leaving.