We begin by using the target words from <cite>[3]</cite> which were originally used in [8] , allowing us to directly compare our findings with the original WEAT. Our approach differs from that of <cite>[3]</cite> in that while we use the same set of target words in each test, we use an expanded set of attribute words, allowing us to perform a more rigorous, systematic study of the associations found within the word embeddings. For this, we use attribute words sourced from the LIWC lexica [17] .