The clinking of silverware and the polite applause were like a soundtrack to his misery. He forced a smile, the muscles in his face protesting with each forced upward curve. The champagne felt flat on his tongue. He found himself tapping his foot, a restless rhythm against the carpet.

His mind raced, replaying every mistake, every perceived slight, every occasion he'd disappointed his father. He couldn't shake the feeling of inadequacy. He felt like he would throw up his whole meal, which was still sitting, undigested, in his stomach.

He wished he could vanish. He considered faking a sudden migraine, a mysterious stomach bug, anything to escape the unbearable pressure. But it was too late. His name was being called.

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