The sunlight streaming through the window seemed to mock Clara. She stared at the list, the paper trembling in her grasp. Her grandmother, a woman of stoic composure, had dreamed of “Writing a Novel.” Clara laughed, a short, brittle sound. She’d always seen her grandmother as someone content with a quiet life.

Now, reading the list, she saw a different woman, one with yearning, with unspoken ambitions. Clara felt a strange, cold ache in her bones. The house felt too quiet, too empty. She thought of the stories her grandmother might have told. Lost forever. She hugged herself, trying to ward off the chill.

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