The doctor's words echoed in Clara's head: "Below average". She gripped the edges of her desk, her knuckles bone-white. She’d always been a high achiever, the teacher's pet, the first to volunteer. Now, the validation she so deeply craved, was gone. A cold sweat prickled her skin.

She avoided eye contact with her classmates, her cheeks burning. The classroom seemed to shrink, the walls closing in. The air felt thick, difficult to breathe. She wanted to scream, to shatter the illusion of competence she had meticulously crafted. Instead, she just sat there, frozen.

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