Multimodal EmotionLines Dataset (MELD) is a multimodal extension of EmotionLines, an emotionally labeled dialogue data set. MELD contains the same dialog instances available in EmotionLines, but also contains audio and visual forms along with text.
MELD has over 1400 conversations and 13000 utterances from the Friends TV series, and several speakers participated in the conversation. Each utterance is categorized as one of seven emotions: anger, disgust, sadness, joy, neutral, surprise, and fear, and there is an emotion (positive, negative and neutral) annotation for each utterance. Here is an example contained in the MELD data set:
Here are the links of EmotionLines and MELD.