Expressive signals in social media languages to improve polarity detection.

•To capture the sentiment of messages, several expressive forms are investigated.•Expressive signals enrich the feature space of baseline and ensemble classifiers.•Only adjectives play a fundamental role as expressive signal.•Pragmatic particles and expressive lengthening could lead to the de finition of erratic polarity classifiers.