Thanks for this nice link. It's a robust phenomenon that kicks in pretty well even in modestly large dimensions. One name for this is concentration of measure http://en.wikipedia.org/wiki/Concentration_of_measure

See figure 6 in the paper linked in the above comment for a nice illustration of how this works.