This dataset (FinancialPhraseBank) contains the sentiments for financial news headlines from the perspective of a retail investor.
The dataset contains two columns, "Sentiment" and "News Headline". The sentiment can be negative, neutral or positive.
Malo, P., Sinha, A., Korhonen, P., Wallenius, J., & Takala, P. (2014). Good debt or bad debt: Detecting semantic orientations in economic texts. Journal of the Association for Information Science and Technology, 65(4), 782-796.