He was at a party when he found out. Someone had tagged him in a post. His essay. Featured. "Inspirational." He felt all the blood drain from his face. His cheeks went cold. He quickly excused himself, mumbling something about needing air. He pushed his way through the throng of laughing, carefree people, a knot forming in his stomach.

He stumbled out into the night, the music fading behind him. He leaned against the brick wall of the building, gasping for breath, as though he had run a marathon. The cool air did little to soothe the internal fire consuming him. He wanted to vanish. To sink into the pavement.

The faces of his friends, the friendly banter, the casual interactions – suddenly, everything felt wrong. He pulled out his phone, and saw the essay again. He wanted to destroy everything. He deleted the post, and ran.

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
每一欑0.378
焑法0.369
S0.353
Suppressed:
la-0.803
de-0.755
a-0.407
B-0.404
l-0.354