The librarian had a peculiar look on her face when she beckoned him over. "Interesting," she'd said. He’d known it was coming. The email had been sitting in his inbox, unread, for days. He stood there, frozen. His hands felt cold, clammy.

He’d always hated it, that essay. The overly dramatic prose, the forced sentimentality. He looked at the printed copy in his hands, his name in bold letters above the text. The words seemed to mock him, highlighting the flaws he had tried so hard to hide.

He couldn't meet her eyes. He mumbled a thank you and fled the library, the essay a burning brand in his hand. He needed space. He needed silence. The air felt thin, his chest constricted. He tore the paper in half, then again, and again, until it was just shreds.

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