We attempt to reduce the erroneous signal of the word count approach while maintaining legitimate signal simply by refining the lexicon.
we would like to move closer to the goal in Figure 1, by eliminating words that often carry erroneous signal such as 'play', and keeping words which often carry the sought-after signal, such as 'cheerful'.