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Using the framework of feminist poststructuralism, this critical discourse analysis sought to identify the linguistic tools and discourses that characterized the tweets of women in STEM as they shared their experiences with sexism during their graduate studies. Data collection and analysis focused on identifying specific linguistic tools such as stance and deixis, and on how language is used to convey power and gender biases. The purpose of critical discourse analysis is to make visible the language used to marginalize women in STEM but is instead packaged as normal or natural. Findings suggest that linguistic tools were used to convey power, solidarity, and a call to action against harassers in STEM higher education.