Yes, if you're expecting female company (and I'm sure you are, being a 21 year old guy
) invest in good sheets and towels.
If your seating (couch, chair) stuff is in poor shape, get some slip covers. They aren't too expensive.
Target is your friend. Nearly every single thing in my apartment is from Target. And everyone loves my apartment
