The emotionalization module is responsible for adding sentiment to the neutralized semantic content for sentiment-to-sentiment translation.
in cycled training, given an emotional sentence with sentiment s, we first neutralize it to the nonemotional semantic content, and then force the emotionalization module to reconstruct the original sentence by adding the sentiment s. the emotionalization module is taught to add sentiment to the semantic context in a supervised way.