Qualitative analysis shows that some aspects describe what could be called a topic (a set of words diverse by part of speech and function describing a certain domain), some encode sentiment (top words are adjectives showing attitude to certain objects discussed in the text), and some encode names (actors, directors, etc.). We also found similar patterns in the output of the basic ABAE model <cite>[7]</cite> .