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Scientists Show How Stereotypes Can Make Tools ‘Appear’ As Guns After Participants See Black Faces
In A Nutshell
- Stereotypes can subtly distort perception: Brain scans show that when participants viewed tools after seeing Black faces, neural patterns in visual regions became more similar to gun patterns.
- Behavior mirrors brain bias: Participants who showed stronger neural biases also tended to take longer to correctly identify Black-primed tools as tools rather than weapons.
- Bias spans racial groups: Two large replication studies (422 participants) confirmed the weapon identification bias across diverse racial demographics.
- Real-world implications: While cautious, researchers suggest it’s plausible these perceptual biases may play a role in tragic misidentifications, though more research is needed.
NEW YORK — A new brain scan study shows that racial bias doesn’t just shape opinions, but it can also actually change the way our brains see the world. When people looked at Black faces before everyday objects like tools, their brains responded as if those tools were more weapon-like.
For the first time, scientists have shown that stereotypes don’t just influence split-second decisions, but rather, they can subtly bend what we perceive in the moment.
The research provides a potential biological explanation for tragic incidents like the 2022 fatal police shooting of Donovan Lewis, a 20-year-old Black man killed in Columbus, Ohio, when an officer fired within moments of seeing Lewis holding what turned out to be a vape pen, not a weapon. In the lab, researchers found that participants’ brains showed patterns more like “gun” than “tool” after viewing Black faces, even though the objects hadn’t changed at all.
How Scientists Measured Racial Bias in the Brain
Led by Jon Freeman, an associate professor of psychology at Columbia University, the researchers used advanced brain scanning technology called fMRI to examine what happens inside the visual processing system when people encounter objects in racial contexts. Previous studies focused on delayed reaction times or response errors, generally assuming participants saw objects correctly but struggled with motor responses due to stereotype activation.
The 31 participants completed brain scans while performing object identification tasks. During the main experiment, they viewed either Black or White male faces for a split second, followed immediately by images of either guns or tools that they had to categorize as quickly as possible.
To make sure they had a “clean” comparison, scientists first measured how the brain normally responds to guns and tools without any faces involved. This way, they could see exactly how adding a racial context changed brain activity.
Brain Changes Show Consistent Pattern of Racial Bias
Tools presented after Black faces primes triggered neural response patterns that became measurably more similar to the brain’s independent gun patterns. Effects occurred specifically in brain regions responsible for visual object recognition, particularly areas involved in identifying graspable items like tools and weapons.
Participants who showed stronger neural biases toward “gun” patterns also tended to take longer to correctly identify Black-primed tools as tools rather than weapons. This reflects a significant correlation between brain activity and behavioral delays, rather than a one-to-one match.
To double-check their findings, the team ruled out simple visual tricks. They used computer vision analysis to confirm Black and White faces showed equal visual similarity to guns versus tools, eliminating the possibility that physical appearance differences drove the results. Additional control experiments using diagonal line patterns instead of objects showed no biased effects, confirming the phenomenon was specific to socially relevant objects.
Research Results Hold Across Different Racial Groups
The scientists then tested larger and more diverse groups of people, comprising a total of 422 participants, including Black volunteers. The same pattern popped up: across different races, people were slower to recognize tools after seeing Black faces first.
This universality suggests the bias reflects learned cultural associations rather than in-group versus out-group dynamics. In American society, negative stereotypes linking Black individuals to danger and weapons appear so widespread that they influence visual processing across racial lines. Importantly, the initial fMRI study deliberately excluded Black participants to avoid confounding in-group/out-group effects, so the neural findings themselves were not directly tested in Black participants.
Potential Real-World Consequences
Previous research established connections between performance on weapon identification tasks and actual police shooting disparities. Areas with stronger anti-Black attitudes and Black-weapon associations show higher rates of disproportionate police shootings of Black individuals.
The researchers are careful to note that their study doesn’t prove cause and effect in real-world tragedies. But it does show that stereotypes can reach deep into perception itself. They write that it’s “plausible” these brain-level distortions may play a role in the split-second errors that sometimes turn deadly.
Take Andre Hill, also killed in Columbus, Ohio, in 2020. He was holding up a cell phone when he was shot. This study suggests such incidents may be fueled not only by poor judgment, but also by the way stereotypes can warp what officers — or any of us — literally see in the moment.
Can Bias Be Unlearned?
The good news: our brains are flexible. Because experience shapes how we see, researchers believe it may be possible to retrain perception. For example, repeated exposure to images of Black people paired with non-weapons might help “reset” the brain’s expectations.
Other approaches, like visual training or long-term practice with counter-stereotypes, could also help reduce these automatic distortions.
Perhaps unsurprisingly, rather than simply struggling to control biased responses, people may at times be perceiving the world through a distorting lens of racial stereotypes. The discovery raises questions about how deeply prejudice shapes perception in American culture and points toward potential neurological interventions to address bias.
Disclaimer: This article summarizes findings from a laboratory study of perception. While the research highlights possible links between stereotypes and neural processing, it does not claim to directly explain or predict individual police actions. Real-world outcomes are influenced by many complex factors beyond the scope of this study.
Paper Summary
Methodology
Researchers used fMRI brain scanning to examine how racial context affects object perception. Thirty-one participants completed three tasks while in the scanner: a baseline task viewing guns and tools alone, a weapon identification task where they categorized guns and tools after seeing Black or White faces, and a control task using diagonal line patterns. Scientists established independent neural patterns for guns and tools, then measured how Black face primes altered brain responses to these objects. They also conducted two behavioral replication studies with 422 additional participants to confirm generalizability.
Results
Tools presented after Black faces triggered neural patterns that became more similar to independent gun patterns in brain regions responsible for object recognition. Neural bias correlated with behavioral delays in correctly identifying Black-primed tools. Effects were specific to weapon-related objects and didn’t occur with control stimuli. Two large-scale replications confirmed the behavioral weapon identification bias across diverse participant groups, with no variation by participant race.
Limitations
Research focused specifically on Black-White racial contexts in the United States and used controlled laboratory conditions rather than naturalistic viewing scenarios. The fMRI study excluded Black participants, meaning its neural findings were not tested across all racial groups. Research examined only male faces and didn’t explore how effects might vary across different demographic groups or social contexts. Additionally, while research demonstrates neural changes, it cannot definitively establish causal relationships between these changes and real-world outcomes like police shootings.
Funding and Disclosures
Work was partially funded by National Science Foundation research grant BCS-1654731. Authors declared no competing interests. Research was approved by institutional review boards at New York University and Columbia University, with all participants providing informed consent and receiving monetary compensation.
Publication Details
“Racial stereotypes bias the neural representation of objects towards perceived weapons” by DongWon Oh, Henna I. Vartiainen, and Jonathan B. Freeman was published in Nature Communications, Volume 16, Article 8218 (2025). Work was received March 15, 2024, accepted August 14, 2025, and published online September 9, 2025. DOI: 10.1038/s41467-025-63381-7







