The afternoon sun cast long shadows across the grass as David watched his neighbor, Mr. Harrison, approach. He knew what was coming. The request. The polite, seemingly harmless request to plant a garden.

David felt a cold knot form in his stomach. He’d meticulously designed his yard, every plant chosen with care. His yard was his escape. He wanted the peace, the privacy, the control.

He forced a smile as Harrison drew near. He felt a wave of dizziness, and tried to concentrate on his breathing. He crossed his arms, the gesture a physical barrier. He was not a fool.

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