“Just… be cool,” Sarah mumbled to herself, her reflection in the dusty bus window a blurry stranger. The meeting had been arranged at the arcade, a place filled with flashing lights and loud music, a desperate attempt to create a neutral zone.

The bus seemed to crawl, the journey a slow, agonizing death. Her stomach was doing backflips. She closed her eyes.

She spotted him near the air hockey table, his back to her, laughing at something his friend said. The laughter stopped abruptly. He turned. She swallowed, unable to meet his gaze. She wanted to scream.

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