The sun felt harsh on her skin, as though it was mocking her. Mr. Harrison’s proposition, delivered with a disarming grin, hung in the air: *That oak’s roots are encroaching, you know.* She felt the familiar sting of tears welling behind her eyes.

She clutched her coffee cup, the ceramic cold against her trembling fingers. The oak, ancient and wise, was a constant, a friend. It had weathered storms and provided shade. She thought about the change.

She forced a smile, the muscles in her face aching with the effort. *I'll think about it,* she managed to say, her voice barely a whisper. The idea of the change made her want to run and 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