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Purpose Learners and practicing health professionals may dismiss emotionally charged feedback related to self, yet little research has examined how to address feedback that threatens an individual's identity. The implicit association test (IAT) provides feedback to individuals regarding their implicit biases. Anticipating feedback about implicit bias might be emotionally charged for mental health professionals, this study explored their experience of taking the IAT and receiving their results, to better understand the challenges of identity-threatening feedback. Method The researchers sampled 32 psychiatry nurses, psychiatrists, and psychiatric residents at Western University in Ontario, Canada, after they completed the mental illness IAT and received their results. Using constructivist grounded theory, semistructured interviews were conducted from April to October 2017 regarding participants' experience of taking the IAT. Using constant comparative analysis, transcripts were iteratively coded and analyzed for results. Results While most participants critiqued the IAT and questioned its credibility, many also described the experience of receiving feedback about their implicit biases as positive or neutral. Most justified their implicit biases while acknowledging the need to better manage them. Conclusions These findings highlight a feedback paradox, calling into question assumptions regarding self-related feedback. Participants' reactions to the IAT suggest that potentially threatening self-related feedback may still be useful to participants who question its credibility. Further exploration of how the feedback conversation influences engagement with self-related feedback is needed.