The garage door, usually his sanctuary, felt like a cage. Mark kicked at a discarded oil can, sending it skittering across the concrete floor. His neighbor, the seemingly ordinary Mr. Peterson, had a collection of vintage cars, each gleaming and polished under the garage's bright lights. Mark had always considered himself a car enthusiast, but his own, a battered minivan, was a constant source of embarrassment.

The thought of Peterson’s collection, likely worth more than his house, festered in his mind. He gripped his wrench so tight his knuckles threatened to burst through his skin.

He turned away from his workspace, unable to concentrate. He felt a profound sense of inadequacy, a gnawing bitterness that left him feeling deflated and depleted. The world seemed to have suddenly, cruelly, revealed its true nature, and he was left feeling wanting.

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