Digital games have evolved as an engaging medium for learning. This paper studies the interaction between game design and student affective experience. Data from 137 students playing a learning game was analyzed to identify the factors correlating with student frustration. Results suggest that in this well-designed game, conceptual understanding is more predictive of student frustration than the game mechanics. Furthermore, one particular physics concept was associated with significantly more student frustration than other concepts.