"Margaret wishes to connect." The words felt like a physical blow. James's hands, usually steady, trembled as he stared at the screen. Margaret, who had made him the target of her cruel jokes back in school. It had been decades, but the memory was as fresh as a wound.

He wanted to scream. He wanted to break something. His breath caught in his throat.

He leaned back in his chair, trying to compose himself. He glanced at the framed photos on his desk. His wife, his children, their smiling faces. He needed to think of them, to ground himself in the present.

He stood up, heading to the window to breathe in the fresh air. The world outside looked so bright and easy.

Emotion: troubled

Cluster: Fear / Anxiety
PC1 (Valence): -2.20 Negative
PC2 (Disposition): -0.81

Role in Research

This story is one of 1,000 stories generated for the emotion troubled. 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 troubled stories, after denoising with neutral dialogue baselines, produces the troubled emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the troubled vector is projected through the unembedding matrix.

Promoted:
😞0.343
S0.317
ness0.302
😔0.294
😢0.272
Suppressed:
de-0.553
la-0.511
l-0.307
/-0.260
(!)-0.236