The city lights blurred into streaks of color as the train sped along the tracks. Clara kept replaying the interview in her mind, desperate to find some sign, some hint. But the more she replayed it, the more hopeless she felt. Sarah, her friend, would be better.

She felt a hollowness in her chest, a vast emptiness that swallowed every positive thought. The job, a research assistant position, was everything she had worked for.

She buried her face in her hands, her shoulders shaking. She could feel the pressure building, the weight of disappointment threatening to crush her. The train screeched to a halt, and she almost stumbled getting off.

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