The world seemed to tilt on its axis for Chloe. She discovered the small, leather-bound book, tucked beneath her mattress, was missing. Then she spotted it – innocently placed on the corner of Sarah’s desk. It was open. A feeling of profound violation washed over her.

Chloe moved across the room as if underwater. Her hands were clammy, her palms slick. Sarah, engrossed in her phone, didn’t notice her approach. Chloe stared at the exposed words, each sentence a stab. She wanted to disappear, to dissolve into the walls. Her carefully constructed facade of composure felt brittle, ready to shatter.

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