He'd been at the pub, celebrating a promotion. The messenger, a solicitor’s clerk, had waited until he had finished his pint before approaching him. The man had apologized and left, but the damage was done. Michael ran a hand through his hair, the alcohol now doing nothing to calm his nerves.

He walked the streets, the cheerful chatter and laughter of the evening now grating on his ears. He was alone with his thoughts. He kept replaying the information. A half-sister. Another family. His stomach felt like it was tied in knots. He needed to get away, and so he hailed a taxi.

He found himself walking the beach, watching the waves crash against the shore. The relentless rhythm of the ocean should have been soothing, but it didn't do much. He felt restless, agitated, as if he'd been given too much coffee.

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