He’d always considered his essay a private thing, a key he'd used to unlock a door. Now, the door was wide open, and everyone could walk right in. Thomas felt a prickling sensation at the back of his neck as he read it. His carefully chosen words, now stripped of their context, felt utterly exposed. He pushed his chair back from his desk, the abrupt movement sending books and papers scattering across the floor.

He stared out the window, the familiar view of the city now blurred and indistinct. The vibrant life outside seemed distant, irrelevant. A wave of nausea rolled over him. He felt trapped, pinned down by a weight he couldn't name.

His hands clenched and unclenched at his sides. He needed to *do* something, anything to shatter the paralysis that held him. He grabbed his keys and bolted out the door.

Emotion: upset

Cluster: Fear / Anxiety
PC1 (Valence): -2.30 Negative
PC2 (Disposition): -0.42

Role in Research

This story is one of 1,000 stories generated for the emotion upset. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 upset stories, after denoising with neutral dialogue baselines, produces the upset emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the upset vector is projected through the unembedding matrix.

Promoted:
S0.395
😞0.303
无法0.246
ness0.238
unable0.238
Suppressed:
de-0.533
la-0.457
l-0.223
😎-0.215
🀩-0.210