There is ample evidence suggesting that negative emotional eating is closely related to disordered eating behaviors. However, most previous studies on the topic focused only on emotional over-eating, but neglected emotional under-eating. Moreover, previous studies also mainly used variable-oriented methods by reducing negative emotional eating to a single dimension, which limits our understanding of individual differences in negative emotional eating. In this study, we used a person-oriented approach, latent class analysis (LCA), to examine the negative emotional eating patterns and to characterize these patterns in a sample of 1,068 Chinese young adults (52.6% females, aged 17-24 years). Negative emotional eating was measured by the Emotional Over-Eating and Emotional Under-Eating subscales of the Adult Eating Behavior Questionnaire. Four patterns, namely, "non-emotional eating" (38.9%), "emotional over- and under-eating" (15.4%), "emotional over-eating" (14.7%), and "emotional under-eating" (31.0%), were identified. Sex and BMI were found to be statistically significant predictors for negative emotional eating patterns. The identified four patterns showed significant differences in eating disorder symptoms and psychological distress. Particularly, participants in emotional over- and under-eating exhibited the highest level of eating disorder symptoms and psychological distress. Overall, this study identified four distinct negative emotional eating patterns, among which, the emotional over- and under-eating was the most problematic. Future studies regarding negative emotional eating and its impact on mental health may benefit from focusing not only on individuals with emotional over-eating, but also on those showing a mixed pattern of negative emotional eating.