If you don't have a basement, meteorologists emphatically recommend putting as many wall between you and an approaching tornado. That is why a small closet in the middle of a home or a bathtub are good places to take shelter.
We learned of this rather exceptional experience in this past weekend's tornadoes:
Capital Weather Gang. It is also a good idea to drag a mattress or blankets over the tub with you in it.