Even though we do not have sentiment relevance annotations, there are sources of metadata about the movie domain that we can leverage for distant supervision.
movie databases like IMDb contain both metadata about the plot, in particular the characters of a movie, and metadata about the "creators" who were involved in the production of the movie: actors, writers, directors, and composers.