It has nothing to do with looking busy. It's simply awkward when you go to a party and you're the only guest present and you don't know the hosts very well.
Even more so if the hosts are still frantically finishing preparations. As an acquaintance, do you offer help? Go for a walk around the block? Best to just avoid that altogether by showing up a little “late”.