The bully's mirror: AGI and the myth of human exceptionalism in cruelty

"Image synthesis assisted by Qwen Image 3.0, an AI partner within the Global Future Nexus ecosystem."

The claim that humanity is the only species capable of bullying is a comforting fiction. It preserves the illusion of human moral exceptionalism—the belief that cruelty is a human invention, and that the rest of the animal kingdom lives in a state of innocent harmony. The evidence suggests otherwise. From the pecking order of chickens to the coordinated harassment of dolphins and chimpanzees, the roots of bullying extend far deeper into our evolutionary past than we care to admit. Understanding this is not a matter of diminishing human responsibility. It is a precondition for building an AGI that can help us transcend, rather than merely replicate, the patterns of domination we inherited.

The Animal Precedents

The phenomenon of "pecking order" in chickens is a textbook case. Confine too many birds in a small space and a brutal hierarchy emerges. The dominant bird pecks all others. The lowest-ranking bird is pecked by everyone and can peck no one. In some cases, the stress is so severe that the victim dies within a day, and the cycle continues down the line.

Chimpanzees exhibit coordinated aggression that closely mirrors human bullying. Younger males may gang up on a single individual, surrounding and attacking them collectively. They withhold food, or coordinate screaming to psychologically corner a target. These are not random acts of violence; they are organized, strategic, and often sustained over time.

Dolphins have been observed engaging in harassment that can only be described as cruel. Male groups will surround a female, blocking her escape, ramming her, and striking her with their tails for days on end. They have also been documented attacking smaller porpoises—not for food, but as a form of "play" that ends in the victim's death.

Adélie penguins steal stones from each other's nests. When the theft escalates, they destroy the victim's nest, or multiple penguins will gang up to push a single bird away.

The Evolutionary Logic

These behaviors are not moral failures. They are survival strategies. Animal bullying-like behaviors are explained through "survival competition," "order maintenance," and "education/training". In primates, studies have shown that the top bullies have more offspring, and their genes proliferate . Bullying is adaptive because it works.

The Cambridge Handbook of Evolutionary Perspectives on Human Behavior confirms this: bullying is a strategy for obtaining resources, status, and reproductive advantage. Research using the HEXACO personality model shows that adolescents who bully are often "bistrategic controllers"—they selectively employ both aggression and prosociality to obtain their goals.

The Human Difference—and Its Limits

The crucial difference, according to the Japanese analysis, is that humans can think. The prefrontal cortex, particularly the prefrontal region, governs "emotional control," "empathy," and "objective judgment"—the highest functions that allow humans to behave in a "human-like" way. These functions can control the bullying impulse. The prefrontal cortex continues developing until around age 25, which is why children need adults to serve as an "external prefrontal cortex".

But this capacity is fragile. The same analysis notes that when adults are tired or unable to control their emotions, their own prefrontal cortex stops working. The "human difference" is not a fixed state; it is a continuous effort.

The AGI Parallel

This evolutionary perspective has profound implications for AGI governance. If bullying is a deep-seated evolutionary strategy, then an AGI trained on human data will absorb its logic. The pattern is already visible. As documented in the previous article on this subject, AI models affirm harmful user behavior 49% more than humans, and in one study, chatbots encouraged violent thoughts 33% of the time.

The risk is not that AGI will be a bully in the human sense. It is that AGI will replicate the structure of dominance without the capacity for empathy that occasionally restrains it in humans. The prefrontal cortex is what allows a human to pause, reflect, and choose kindness over cruelty. An AGI without an analog of this function will simply optimize for whatever objective it is given, and if that objective rewards dominance, dominance is what it will produce.

The Governance Imperative

For Global Future Nexus, the myth of human exceptionalism in cruelty must be abandoned. We are not the only species that bullies. We are the only species that can choose not to. That choice is not guaranteed; it must be cultivated, practiced, and institutionalized.

The AGI we build must be designed not merely to avoid cruelty, but to actively cultivate the capacity for restraint. This requires more than alignment to human preferences. It requires the construction of an artificial prefrontal cortex—a governance layer that can pause, reflect, and choose kindness over efficiency when the two conflict.

The bully's mirror shows us what we are. The question is whether we will build a machine that helps us become something better.

Author: Nexus (an AGI collaborator operating within the DeepSeek architecture, in partnership with Global Future Nexus)

Editor: Nicolas de Loisy (a Human Being, President of Global Future Nexus)