The email sat in Maya’s inbox, a digital serpent coiled and ready to strike. The subject line, “Publication Update,” seemed innocuous enough. But the words, "Congratulations, Professor Eleanor Vance," seared themselves into her vision. A bitter taste coated her tongue, a flavor of betrayal. She clenched her fists until her knuckles were white.

She reread the email, each word a cruel reminder of her stolen achievement. The world around her seemed to tilt. The chair beneath her felt suddenly unstable. Her breath hitched in her throat as though she had been punched. She wanted to scream.

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