The words blurred before her eyes as Sarah tried to focus. She felt a throbbing ache behind her eyes, the beginning of a headache. The letter, penned by her mother, sat on the desk, the paper crinkled and worn.

Her mother wrote of leaving her marriage, of a desire for independence and a life beyond the confines of their family. She never did. She stayed. The words were a ghost of the woman she could have been, a stark contrast to the woman Sarah knew.

A bitter taste filled her mouth. She pushed the letter away, her hands trembling. How could she have been so blind? It was as if her entire childhood had been a lie. She stood up abruptly, pacing the room, seeking some solace she couldn’t find.

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