Synonyms for Glumness (same or very similar meaning)
WordNet sense 1 (an atmosphere of depression and melancholy):
gloom, gloominess
WordNet sense 2 (a gloomy ill-tempered feeling):
moroseness, sullenness
From the ODE community, based on WordNet
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