The courtroom felt vast and echoing, the polished wood floor reflecting the harsh fluorescent lights. Amelia kept picking at a loose thread on her sleeve. Her brother, Daniel, stood beside her, his shoulders squared, his jaw set. It had been years since they spoke.

The judge cleared his throat. "Regarding the estate of Mr. and Mrs. Harrison..."

Amelia's heart hammered against her ribs.

"...to Amelia, the family piano, a collection of handwritten letters, and a small, unpaid debt." Amelia's cheeks flushed. This was nothing.

Daniel's posture didn't shift. "And to Daniel?"

The judge smiled. "To Daniel, the family home, several lucrative investment accounts, and a substantial portfolio of properties." Amelia's vision blurred. She focused on the judge’s tie, trying to regulate her breathing.

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