This paper utilizes EEG signals for automatic emotion recognition that occurs while dreaming in Rapid Eye Movement (REM) sleep. As dream contents could be affected by one's mental health, emotion recognition during REM sleep would give an insight into a person's mental well-being. In this study, an automatic method is introduced for analyzing EEG signals from the Dream Emotion Evaluation...