Interesting that Mark Churchland is the son of the 'neurophilosophers' Patricia and Paul Churchland. I'm not sure about Patricia but Paul was (maybe still is) a strong advocate of eliminative materialism who also discussed geometric representations of mental representation as points in a multidimensional state space over 20 years ago.