The list was tucked inside a book of poetry. "Write poetry." "Live in a cottage by the sea." "Love fiercely." The words blurred before Sarah’s eyes, each word a condemnation. The list belonged to Mark, her husband. The cottage by the sea… they lived in a city apartment.

She closed the book, her hands trembling. She felt a profound sense of loss, a grief for something she couldn't quite name. She walked through the apartment, each room now feeling foreign and hollow. Her movements were jerky, uncertain.

The city sounds, the sirens and the traffic, seemed to amplify her inner turmoil. She picked up a framed photograph of them, smiling and happy, and slammed it down on the table, the glass shattering. Her heart felt as though it was breaking in two.

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