They may look like nothing or everything. Just a psychic emanation so it would look different to everybody. The emanation would allow us to picture
them as we wished
what if they are too small or big for us to notice? What if we are being visited by microsopic aliens? or aliens are so huge that we are the smallest
thing known to them, like the quark to us