The fact that I lingered longer on a post doesn't indicate the polarity of my interest, just the magnitude at best.
If you interact in any way with a post, you can do sentiment analysis on the text too to figure out their thoughts on the topic.
I just don't see facial analysis being that powerful over the above. You're already giving Facebook and Twitter a ton of information about what you enjoy via likes, shares and follows, without having to get into the subtleties of what it means if you half-smile or frown when you see a post.
Too late, the ML just flagged me as being anti-ML. I'll probably be assassinated soon.