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You are on the right path,so you can either use a dataset providing the valence and arousal levels as meta data or the emotions. The first type is more frequent and easier to find but if you are interested in labeled emotions you can use the circumplex model developed by James Russell also known as Russell's model to convert the valence/arousal levels to ...

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