For each word w in the vocabulary, we compare the M + 1 values {ϕ i,w is the largest, then the word w is added to the emotion dictionary for the ith i,w is the largest among the M + 1 values, which suggests that the word w is more probably drawn from a nonemotion topic.
the word is considered neutral and not included in the emotion dictionary.