An emotion detection tool (MyEmotion) was developed based on the production rule classifier. MyEmotion is an intelligent automation of the whole processes involved in this research using MATLAB environment. It is able to classify the emotion into two categories or classes of positive and negative emotion. The result is depending on the readings of their attention and meditation value.