Distance between characters
An eliminated player no longer contributes to distance.  If this were not the case, in a large game you could quite easily have situations where nobody could reach anybody else for many turns in a row.

From the rules:


  When a character is eliminated, he is no longer counted when evaluating the distance: some players will get "closer" when someone is eliminated.