The READER results in significantly higher correlation, 5 but also higher error than  Prior work found that a large portion of language may actually be neutral in terms of emotion (Ovesdotter Alm et al., 2005).
we capture this notion as the absolute difference of a sentence's aggregated rating from the neutral rating (3, in our case), averaged over all VAD dimensions.