The Collaborative International Dictionary of English v.0.48:

Representativeness \Rep`re*sent"a*tive*ness\, n.
   The quality or state of being representative.
   [1913 Webster]

         Dr. Burnet observes, that every thought is attended
         with consciousness and representativeness. --Spectator.
   [1913 Webster]