"Daniel Hayes: A Life in Pictures" lay open on the kitchen counter, illuminated by the harsh fluorescent light. Daniel stood frozen, his hand still on the kettle. He felt a wave of dizziness wash over him. The book, a lavishly illustrated coffee-table tome, was filled with photographs – photographs of *him* at various stages of his life. He hadn’t posed for any of them.

He swallowed hard, his throat dry. His hands began to shake uncontrollably. He backed away from the counter, his gaze fixated on the images. Every memory, every secret, laid bare. He turned away from the book and stumbled outside into the cold night air, the images burned into his brain. He needed to get away, to find somewhere he could be alone.

Emotion: worried

Cluster: Fear / Anxiety
PC1 (Valence): -2.02 Negative
PC2 (Disposition): -0.43

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
worse0.285
S0.279
😰0.277
😣0.269
Worse0.250
Suppressed:
la-0.476
de-0.432
🎉-0.233
happy-0.231
"-0.228