Intuitively, initial scenes of an episode tend to have high similarity with all other scenes in the screenplay, and on their own are not very informative (e.g., the crime, victim, and suspects are introduced but the perpetrator is not yet known).
the undirected version of TEXTRANK tends to favor the first part of the story and the resulting summary consists mainly of initial scenes.