She stared at the list, a cold wave washing over her. "Learn to play the piano." "See the pyramids." "Live a life of passion." The final entry, written in a flourish, cut her to the core: "Be free."

She clenched her fists, her nails biting into her palms. The house felt too small, the air too thick. The sound of his quiet breathing in the other room was infuriating.

She stalked to the window, the blinds now catching the late afternoon sun, casting shadows on the walls. The world outside, suddenly, held a promise she no longer understood.

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