The flickering candlelight cast dancing shadows across the room, making it hard to focus. I kept fiddling with the signet ring on my finger, a nervous habit I'd developed as a child. My sister, Olivia, was across from me, her face unreadable. We hadn't seen each other in years.

The lawyer, a stern woman with a severe bun, began to read. "For Mr. Finn, a small, inherited cottage in a remote location, a collection of old books, and a handful of shares in a struggling brewery." A cold dread washed over me.

I gripped the table.

β€œAnd for Miss Olivia?”

"Miss Olivia receives the family vineyard, the majority shareholding in a successful wine company, and a considerable sum of money.” Olivia's lips curved into a predatory smile. I felt a tremor run through me.

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