Music often helps people to relax and have fun times. However, the search for this in a personalized way based on the feelings of the users is not present in the main search engines. The closest thing to this would be the playlists created arbitrarily by other users. For this reason, we propose a method that allows us to label artists representing different feelings according to their lyrics.