That is because the redundancy between sentimental strength labels makes the classifier confused to determine the polarity of the sentence.
we should deal with the sentiment analysis in a hierarchical frame which can consider the redundancy between the different classes and make full use of the subjective and polarity information implicitly contained in sentimental strength classes.