The courtroom was vast, intimidating. "The Case of Evelyn Reed" sat on the desk in front of her. Evelyn sat with her back ramrod straight, her jaw clenched. She had been summoned to this place, accused of… something. The book, detailing her life, felt like an accusation. She knew the author. Or did she?

Her vision blurred. Her heart rate accelerated. The gallery seemed to be buzzing with whispers. The judge’s voice was a droning monotone, and Evelyn struggled to focus on what was being said. Sweat beaded on her forehead. The weight of the world seemed to rest upon her shoulders. She wanted nothing more than to run from the courtroom.

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