The message was brief, impersonal, but the name, Emily, was a brand, a scar on his soul. The girl who had made his adolescence an ordeal. He considered blocking her, but he couldn't bring himself to do it. He didn't want to show any weakness. He shut his eyes, trying to force the image of her face out of his mind.

He went through his morning routine robotically, his movements stiff and mechanical. The world felt muted, lacking color. He ate breakfast without tasting it. He dressed for work, feeling as though he was dressing up for a tribunal. The very air seemed charged with silent accusations.

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