The author had somehow gotten access to his journals. He recognized the verbatim quotes, the descriptions of his most private thoughts. He felt a pressure in his skull, a headache blooming behind his eyes. He clenched his fists, knuckles white.

“How…how?” he whispered, his voice barely audible. He reread a sentence, a passage about a past relationship, a relationship he'd guarded so fiercely. His breath hitched. He closed his eyes, his chest rising and falling quickly. He felt as though someone had taken a crowbar and pried open his chest cavity. He wanted to scream.

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