Bard College students often have an unusually steadfast position of AI refusal, resulting, for example, in campus protests against a planned generative AI promotional event and reticence to engage in assignments that necessitate thinking with AI. We are both heartened and concerned by this stance. While students are finding their voices, their standpoint is based on a limited understanding of AI as a technology and sociotechnical phenomenon. Here, we describe our efforts to help students better understand how generative AI works so that they can communicate their position to various stakeholders, including post-graduate colleagues and managers. As students graduate into a working world which increasingly demands the use of generative AI systems, they will be confronted with pushback on their stance; our intention is not to dissuade them, but to help equip them with the critical AI understanding and literacy that they will need to explain and justify their position.