The cold steel of the mailbox felt like an unwelcome greeting. Sarah peered down the street, her eyes scanning for any sign, any glimpse, of her compact car. There was nothing. Her breath hitched.

Her palms felt slick with perspiration as she dug in her pocket, seeking answers. The receipt from the dry cleaner lay, forgotten, crumpled alongside her house key. She couldn't focus on it. Her gaze darted back to the empty space where her car belonged.

She bit her lip, a habit she'd long tried to break. Panic tightened its grip around her chest. The thought of explaining this to her boss, to her kids…It was too much, a tsunami of problems she wasn't ready to face.

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