The air crackled with a strange tension, a silent accusation. John sat at the kitchen table, the papers spread out before him, a sea of memories. Every single assignment, carefully preserved. His mother’s obsession. He felt a sudden, visceral anger.

He remembered the comments, the suggestions for improvement, the never-ending stream of critiques. He clenched his jaw, his teeth grinding together. He wanted to break free, to escape the echo of her voice in his head. He pushed the papers away from him, the sudden movement startling him.

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