This suggests the hypothesis that a good movie will often contain unpleasant scenes (e.g., violence, death, mayhem), and a recommended movie re-view may thus have its average semantic orientation reduced if it contains descriptions of these unpleasant scenes.
if we add a constant value to the average SO of the movie reviews, to compensate for this bias, the accuracy does not improve.