Antonymous terms tend to co-occur with each other more often than chance, and are particularly problematic when one uses automatic co-occurrence-based statistical methods to capture word-emotion connotations.
a notable exception to this is the NRC Emotion Lexicon, which includes words that are associated with (or connotate) an emotion (Mohammad and Turney, 2013).