We propose a semantic sentiment representation of words called SentiCircle.
SentiCircle captures the contextual semantic of words from their co-occurrences.
SentiCircle updates the sentiment of words based on their contextual semantics.
SentiCircle can be used to perform entity- and tweet-level level sentiment analysis.