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Visual perspective taking is an essential skill for effective social interaction. Previous studies have tested various perceiver-based factors that affect intentional perspective taking; however, the factors affecting spontaneous perspective taking remain unknown. To fill this gap, the present study used a novel spontaneous visual perspective taking paradigm to explore how an agent's race and emotion affect spontaneous level-2 visual perspective taking. In Experiment 1, the participants completed a mental rotation task while a human agent simultaneously gazed at the target with positive, negative, or neutral facial expressions. The agent was African, Caucasian, or Chinese. The results revealed that the other-race agents disrupted the participants' spontaneous level-2 visual perspective taking, while emotion weakly affected it. Experiment 2 retested whether emotion could affect spontaneous level-2 visual perspective taking while only own-race agents were used. The participants completed the same task as that in Experiment 1. The results revealed that emotions weakly affected spontaneous level-2 visual perspective taking. In summary, the present study first examined what target-based factors affect spontaneous level-2 visual perspective taking. The results extend the representation and incorporation of the close others' responses (RICOR) model. Specifically, people routinely construct representations of other people's points of view when they share the same racial group., (© 2021 Scandinavian Psychological Associations and John Wiley & Sons Ltd.)