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Academic Buoyancy (AB) is students’ ability to bounce back after everyday forms of adversity, such as bad grades. The present study sought to observe AB in action by using a novel self-disclosure paradigm in students’ own mathematics classrooms. Students’ expressive writing narratives were coded to build a picture of their cognitive and emotional reactions to a stressful assessment. While the use of expressive writing as an emotional disclosure tool yielded valuable insights into students’ reasoning, a reliability analysis showed that students’ self-efficacy, self-concept, goal orientation, and use of reappraisal—all hypothesized to be related to AB—did not reliably co-occur in students’ writing (α = 0.33). Methodological implications and future opportunities for research are discussed.