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Affective dimensions of teacher assessment literacy play a crucial role in professional development and student learning, but measurement of these dimensions is underdeveloped, especially in the Chinese context. This study applies a newly developed instrument to examine the affective orientations of 5,404 Chinese primary and secondary school teachers toward assessment. Factor analysis supports interpreting teacher responses through a structure consisting of positive and negative emotions. Group comparisons found medium effect-size differences only in positive emotions and across subject taught, class size, and experience with assessment-related professional learning.