The house seemed to shrink around Emily. She sat at her mother’s desk, the desk now hers. Her mother's bucket list lay open before her: "Ride a Horse on the Beach." A sob escaped her, and she had to clench her teeth to prevent further ones.

She ran her fingers over the smooth wood of the desk, remembering her mother’s smile, her laugh. The paper seemed to burn in her hands. Why hadn’t she taken the time to truly see her mother? Why hadn’t she understood the dreams hidden beneath the surface? The grief felt like a physical weight, pressing down on her chest.

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