Please find more details in Ameneh's Thesis Emotion Mining from Text
You may also fetch the dataset from https://webdocs.cs.ualberta.ca/~zaiane/CBET/CBET.csv
@inproceedings{shahraki2017lexical,
title={Lexical and learning-based emotion mining from text},
author={Shahraki, Ameneh Gholipour and Za\"{i}ane, Osmar R},
booktitle={Proceedings of the International Conference on Computational Linguistics and Intelligent Text Processing},
year={2017}
}