Sentiment is one of the hardest things to report with social media. With the possibility of emoji reaction buttons coming down the pipeline, this will no longer be an issue.
Facebook has long resisted the “dislike” button. Personally, I’m glad. I fear negativity spiraling. The addition of 6 emoji reactions to the “like” button is a much better answer for the social giant.