The headache was relentless, pounding behind his eyes. He poured himself a drink and stared out the window. The suggestion about the cedar had seemed innocuous enough. Now, he couldn't stop thinking about it. He felt the walls of his apartment closing in.

He went to his desk and opened a drawer, rummaging through its contents. He found a worn photograph, a picture of his family. The happy faces in the photograph felt like a taunt.

He went back to the window, the cedar standing tall in the gathering dusk. He felt a sense of dread, of impending loss, like the world was crumbling around him.

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