Sentiment, analogous to emotion, depends upon many factors of communication. Because of its pervasive influence, we cannot depend solely upon any single element of language to correctly extract sentiment or emotion. That being said, the information structure of a text often reveals much of the sentiment within it. The content placed in emphatic positions often embodies core aspects of the statement's sentiment.

I would suggest also reviewing the following resources: