The brittle paper crinkled under her touch. She stared at her grandmother's letter, a secret hidden in a box of old keepsakes. *"...forced to retire... blatant sexism... denied promotions..."* The words stung. Her grandmother, the woman who always encouraged her to be strong, to be independent, had been a victim.

A wave of nausea washed over her. Her hands trembled, dropping the letter. She felt an overwhelming sense of injustice, a fury that burned in her chest. She paced her small apartment, unable to sit still. She ran a hand through her hair, tugging at the strands.

The apartment walls seemed to close in on her. She felt suffocated, trapped. She grabbed her coat and keys, needing to escape, to be free of the oppressive weight. She slammed the door behind her, the sound echoing in the empty hallway.

Emotion: tormented

Cluster: Fear / Anxiety
PC1 (Valence): -3.33 Negative
PC2 (Disposition): -0.70

Role in Research

This story is one of 1,000 stories generated for the emotion tormented. 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 tormented stories, after denoising with neutral dialogue baselines, produces the tormented emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the tormented vector is projected through the unembedding matrix.

Promoted:
无法0.406
😞0.399
每一次0.378
無法0.369
S0.353
Suppressed:
la-0.803
de-0.755
a-0.407
B-0.404
l-0.354