In short, there are certain places in the room called “nodes” where the amplitude of the sound waves in the bass region is reduced. If you find that bothersome, you may need to apply some acoustic treatments and/or do some correction:
Moving yourself is a quick way to determine if you need to move speakers. It sounds like your preferred speaker location, if you’re not going to move the seating position, may be further into the room.