The visualization results are shown in Fig 3, we can observe that the model without sentiment regularizer most focus on non-sentiment words such as XiaoMei, she and heard it which are inessential to provoke the emotion.
when we plus the SR. into model, we can see an obvious weights shift on attention distribution.