Bitter love is love that has gone sour for some reason, and the reason for the change can be many things. One or both individuals turn bitter about the relationship, and the joy that love brings will disappear quickly. Bitter love refers to the fact that any love once shared is now darkened by negative feelings and emotions. Arguments or even physical altercations become more frequent, and the relationship continues to go downhill.