"Amateurish," the review had sneered. He stood in front of the mirror, studying his face. He looked at the lines etched around his eyes, the slight curve of his mouth. Was he amateurish? His hands trembled as he picked up a knife.

He had always been proud of his skill. Now, every movement felt clumsy, inadequate. He sliced an onion, tears stinging his eyes. He didn’t know if it was from the onion or the shame.

He went into the cellar and stared at the wine racks. He reached for a bottle, then stopped. What if it was the wrong vintage? The wrong choice? He turned and left the cellar, empty-handed.

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