The smell of mothballs filled the small, cramped room as Sarah looked through the old albums. Her Aunt Clara was the family matriarch, a woman of great wisdom and strength. Her stories were of duty, sacrifice, and loyalty.

But the photographs showed a different Clara. One photo revealed her with a group of friends, all dressed in flapper dresses, at a party, all smoking and drinking. The other photos showed her alone with a man who was not her husband.

She felt a hollowness inside her, a feeling like a bottomless pit. Sarah kept replaying the stories in her head, and how none of it fit. The foundations of her family's narrative had crumbled. She closed the album, her hands trembling, and retreated to her room.

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