The generation that grew up swiping before they could write is turning on the technology that was supposed to define their careers. New Gallup polling, conducted for the Walton Family Foundation, shows Gen Z enthusiasm for artificial intelligence collapsed from 36% to 22% in a single year. Hopefulness fell from 27% to 18%. And anger toward AI surged from 22% to 31%, the sharpest negative swing in any demographic the survey tracks.

The numbers land at a moment when AI companies are spending billions to court exactly this audience. OpenAI, Anthropic, and Google have all launched student pricing tiers, campus ambassador programs, and educational partnerships in the past six months. They are marketing to a generation that increasingly views their product as a threat.

The Entry-Level Extinction Problem

Gallup researcher Zach Hrynowski points to a specific driver: entry-level job anxiety. The oldest members of Gen Z, now in their late twenties, are watching companies automate the exact roles they spent four years in college preparing for. Resume screeners run on AI. First-draft content goes to chatbots. Customer support tickets get routed to automated agents before a human ever sees them.

Established professionals, the survey found, still frame AI as a productivity tool. They have existing careers, existing clients, existing leverage. For them, AI drafts emails faster and summarizes meetings. For a 24-year-old trying to land their first real job, AI is the thing that made their application invisible.

They Know It Is Bad and They Know They Need It

The cruelest part of the data is the contradiction. Even as anger rises, 52% of college students say AI proficiency is essential for their academic and professional future. Among younger students, 56% expect to use AI tools after graduation. They are not rejecting the technology. They are resenting the fact that they cannot afford to.

Universities have noticed. Colleges are weaving prompt engineering, tool auditing, and AI literacy into writing and data courses. The message to students is clear: learn this or fall behind. The message students are hearing is different: learn the thing that is going to replace you, and do it on your own dime.

This Is Not Technophobia. It Is Pattern Recognition.

The standard narrative frames generational tech skepticism as ignorance. Older people fear what they do not understand. But Gen Z's cooling is the opposite: it comes from daily use, not distance. These are heavy users who interact with AI tools constantly and have started cataloguing the flaws, hallucinations, and confident inaccuracies firsthand. They are not scared of AI because they have never used it. They are frustrated with AI because they have.

Bloomberg reported this week that the shift is visible across income levels, education backgrounds, and political affiliation within the cohort. This is not a partisan backlash or a class divide. It is a generation collectively recalculating whether the technology that was supposed to empower them is instead being deployed against them.

The Workforce Implications Are Already Here

The timing matters because AI companies are approaching IPOs on narratives of universal adoption. Anthropic, OpenAI, and others pitch investor decks showing exponential user growth curves. But growth curves that include resentful, reluctant users look very different from ones built on genuine demand. A generation that uses AI because it has to, not because it wants to, is a generation that will switch the moment a better option appears.

Meanwhile, the same companies fueling this anxiety are the ones hiring. Meta just scheduled 8,000 layoffs for May 20. Tech layoffs sit at roughly 95,000 year-to-date. The message Gen Z is receiving from the industry could not be clearer: we are building tools to do your job, we are firing people who do your job, and we would like you to be enthusiastic about both.

The Gallup numbers suggest Gen Z has done that math and does not like the answer.