We examine attention weights on a word level and compare the most attended words to prior research on depression. Depression is selected as the most prevalent disorder in the <cite>SMHD</cite> dataset with a number of studies in the field (Rude et al., 2004; Chung and Pennebaker, 2007; De Choudhury et al., 2013b; Park et al., 2012) .