"Just a few words," they had said. "Keep it light." It was as if they did not know the prison he was in. He sat at the table, picking at a rogue thread on the tablecloth, his fingers finding it impossible to settle. He fidgeted, the chair creaking beneath him.

The endless parade of speeches began. Each speaker, a colleague, a distant relative, a friend from his father's bowling league, offered a glowing tribute. He gripped the edge of the table so hard, his knuckles were white. He imagined how the floor might open and swallow him whole.

The moment arrived. His name was called. He forced himself to stand, the room tilting precariously. He walked to the podium, each step an eternity, the spotlight a searing brand on his face.

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