All science, technology, engineering, and mathematics (STEM) educators working in urban public school systems are expected to provide opportunities for students to develop foundational scientific literacy skills in mathematics and science learning. However, the demands on STEM educators teaching the "gifted" or "high-performing" students attending STEM-focused schools are much higher. Educators are expected to motivate, nurture, and propel the intrinsic or earned abilities these students possess. This article shares teaching- and learning-informed stories of a STEM educator (the author) and her students attending New York City Specialized High School for the Sciences. The goal is to document the complexities surrounding the notion of a gifted mindset: first from the author's own experiences as a female scientist and person of color and second from the narratives of the students. Teaching and learning within a prestigious public school for the sciences comes with many narratives of challenge and triumph. The learning stories of empowered students reveal that they desire opportunities in the STEM classroom for meaningful learning. Students who want to take ownership in their learning will find a way to appropriate meaningful learning, even in restrictive classrooms. Learning stories, as a theoretical framework and narrative assessment tool, are particularly useful in contextualizing the multi-dimensional aspects of being a STEM professional in education.