The email sat in Amelia's inbox, bold and accusatory. *Ciao Bella Closing.* Her breath hitched. She scrolled through the rest of her emails, hoping it was some kind of mistake, some bizarre prank. It wasn’t. A knot tightened in her stomach, a physical thing, like a small, unwelcome guest.

She slammed the laptop shut. Her hands trembled as she reached for her phone. She needed to talk to someone, anyone, who understood. It was a silly, frivolous thing to feel like this about a restaurant. But it wasn’t just a restaurant, it was… everything.

Amelia’s apartment suddenly felt too small, the air thick and heavy. She paced, her bare feet cold against the wooden floor.

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