A cold sweat slicked down Elias's back as he stared at the online exhibition. His digital paintings, vibrant and surreal, were splashed across a website, a gallery he’d never authorized. His pulse hammered against his ribs. He clicked through the images, each click a tiny stab of panic. They were being sold, he realized with a sinking sensation, and his signature was nowhere to be found. He felt a tremor in his hands, and his coffee cup nearly slipped. He should email them, demand they take it down. But the words wouldn't form.

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