He paced back and forth, a restless tiger in a cage. The fluorescent light buzzed, an incessant noise that drilled into her skull. Each passing moment was a fresh indignity. She hated feeling helpless, vulnerable. She hated the thought of people seeing her like this.

The woman she was trapped with, Susan, kept offering him water, trying to make small talk. He just wanted her to stop. He wanted to be alone with his anxiety.

He rubbed his temples, trying to find some relief from the throbbing pain. The air was getting thinner, or maybe it was just him. He wanted out. Now.

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