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There are institutional and cultural narratives that frame stillness and introspection as unproductive, particularly within science, technology, engineering, and mathematics (STEM) education. This two-year qualitative study explored the perceived barriers to practicing mindfulness meditation among first-year undergraduate students enrolled in a STEM transition program. Focus groups conducted each semester were thematically analyzed to identify four key barriers: (1) perceiving meditation as an unproductive use of time, (2) difficulty with sitting in stillness, (3) attempting mindfulness while overwhelmed, and (4) personalizing or conflating mindfulness with other coping techniques. Findings offer insight into the psychosocial challenges of sustaining meditation practice among undergraduates, including in fields that historically focus on performance.