Before revision:  We have constitute it by manually classifying its sentences in five emotions: Love, Fear, Happiness, Anger and Sadness/Pain.
After revision:  We have constitute it by manually classifying the sentences in a set of emotions: Love, Fear, Happiness, Anger and Sadness/Pain.