The clatter of the keys on the counter seemed to amplify the silence. He ran a hand through his hair, leaving it a mess. This was it. The final, desperate attempt. He’d been through all the other shops.

The ring. It was unmistakable. He remembered the way the light had caught the facets, the way it sparkled on her hand. It was beautiful. He thought of her smile.

He forced himself to speak, his voice a strained whisper. The shopkeeper, a man whose face was a mask of indifference, looked up, and then seemed to appraise him. The man's gaze made him uncomfortable, but he refused to flinch.

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
πŸŽ‰-0.233
happy-0.231
"-0.228