An article by Petra Kralj Novak et al describes an analysis of 70,000 tweets in 13 languages, in which they assigned a sentiment score and neutrality level to 751 emoji, the popular characters which feature in much on-line communication.
The research has attracted widespread attention, with an article in Motherboard and an article in the Daily Mail.