The drive home was a blur. The other woman, who’d introduced herself as Chloe, had been cool and composed. But inside, he felt as if his world had fractured. The woman he'd thought he was going to marry, had been seeing someone else, for years.

His hands gripped the steering wheel so tightly that his knuckles were white. The familiar route, usually comforting, now seemed alien and treacherous. The familiar landscape seemed to mock him with its beauty.

He pulled over to the side of the road, the engine sputtering to a halt. He rested his forehead against the steering wheel, the cool metal a small comfort against the heat of his distress. Silent tears streamed down his face.

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