The rifle felt heavy, unfamiliar, as he held it to his shoulder. "We want you in the prone position," his coach said. He had always been a marksman, standing tall, confident, but now he had to…lie down? He swallowed hard, a knot forming in his throat. He felt exposed, vulnerable, as if the ground was about to open and swallow him. He tried to focus on his breathing, but his breath came in short, shallow gasps. His hands trembled, his sight blurred, and all he felt was a profound sense of unease.

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