"Start a Charity." The words jumped off the page, hitting Amelia like a physical blow. Her mother, always practical, always logical, had dreamed of helping others. Amelia felt her jaw clench, her throat tight. She gripped the paper so hard her knuckles turned white.

She walked through the house, each room echoing with memories, each object a painful reminder. The loss felt like a vast, empty space. She found herself sitting in her mother's favorite chair, feeling the cushions envelop her. She closed her eyes, trying to block out the world, to escape the feeling that she had failed her.

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