In addition, observing the confusion matrix in JMTE suggests that in both tasks data points are separable, since misclassified data points are not skewed towards particular or the most popular classes.
emotion tag surprise is mainly misclassified with joy and discussed, we further observed the data points to address this issue and noticed most of these data points imply surprise and even as human it was difficult for us to categorize them as surprise.