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Most people consider their friends to be more positive than themselves,exhibiting a Sentiment Paradox. Psychology research attributes this paradox tohuman cognition bias. With the goal to understand this phenomenon, we studysentiment paradoxes in social networks. Our work shows that social connections(friends, followees, or followers) of users are indeed (not just illusively)more positive than the users themselves. This is mostly due to positive usershaving more friends. We identify five sentiment paradoxes at different networklevels ranging from triads to large-scale communities. Empirical andtheoretical evidence are provided to validate the existence of such sentimentparadoxes. By investigating the relationships between the sentiment paradox andother well-developed network paradoxes, i.e., friendship paradox and activityparadox, we find that user sentiments are positively correlated to their numberof friends but rarely to their social activity. Finally, we demonstrate howsentiment paradoxes can be used to predict user sentiments.

Sentiment Paradoxes in Social Networks: Why Your Friends Are More Positive Than You?