He’d driven aimlessly for hours, the radio a meaningless drone of noise. The rejection letter, crumpled and stained with coffee, lay discarded on the passenger seat. He couldn't shake the feeling of being exposed, vulnerable. His dream, his passion, had been publicly declared insufficient.

He pulled over to the side of a deserted road, the engine sputtering to a halt. He leaned his head against the steering wheel, the cool metal a small relief against his burning face. The landscape around him, once beautiful, now seemed bleak and desolate.

He clenched his fists, the muscles in his arms tensing. He fought the urge to smash the windshield, to do something, anything, to release the torrent of emotions threatening to consume him.

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