The small, leather-bound notebook was tucked away in the back of her bedside table. Sarah flipped it open, the pages filled with her husband’s distinctive handwriting. It was a novel, all right, a meticulously detailed account of their life. But the tone, the subtext, left her feeling adrift.

She slowly began to read, feeling a prickling sensation on the back of her neck. He wrote her as distant and unfeeling, a cold and calculated character. She shivered, even though the room was warm.

She carefully closed the book and put it back. The world felt different, somehow changed.

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