He spent hours staring at the ceiling, the shadows stretching and contracting with the passing headlights of the city below. Liam couldn't eat. The news, delivered with a casual shrug by his mother, had carved a hollow ache into his stomach. A brother. Years he could never get back.

He ran a hand through his already disheveled hair, feeling the strands snag. The silence in his apartment felt heavier than usual. He felt a profound sense of loss, a gnawing emptiness. Everything, the life he’d built, felt…wrong.

The ringing phone jolted him. He stared at it, the illuminated screen a beacon in the darkness. He let it ring, again and again, the unanswered call a physical weight on his shoulders. He didn’t want to talk, to explain, to… anything.

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