Michael’s hands trembled as he held the faded photograph. His grandfather, a war hero, always spoke of his bravery, his stoicism. This picture, though, showed a different man. His grandfather, young and gaunt, was being embraced by another soldier. A look of such utter desperation, such complete surrender, was etched on his face.

He felt a sudden, crushing weight in his chest. He could barely breathe. The air in his grandfather's study felt thin, the scent of pipe tobacco suddenly acrid. He had to sit down, sinking into the leather armchair, his legs suddenly weak. He wondered if he'd ever truly known his grandfather at all.

Emotion: frightened

Cluster: Fear / Anxiety
PC1 (Valence): -2.74 Negative
PC2 (Disposition): -0.67

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😣0.324
😰0.323
worse0.301
😖0.294
느껴0.294
Suppressed:
de-0.630
la-0.616
a-0.347
"-0.345
happy-0.294