Conversational transfer learning for emotion recognition

•Knowledge from dialogue generators can help recognize emotions in conversations.•Transfer learning provides a framework to transfer the affective knowledge.•Transfer of context-level weights provide an additional boost in performance.•Faster validation convergence is observed when weights are transferred.•Transfer learning helps robust performance in low-data scenarios.