The weight in Leo’s chest made it hard to breathe. He’d seen Mr. Baker at the other end of the street that morning, talking to the councilman. The implications of their conversation hung in the air, a silent threat.

A sudden, insistent knock at the door. He flinched, as if he’d been struck.

Mr. Baker, his face carefully neutral, presented the issue. Leo felt a cold wave wash over him. His vision blurred, and the world seemed to tilt on its axis. He couldn’t bring himself to look at the majestic silver birch tree.

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