The email arrived at noon, a polite request forwarded from her HOA. Sarah felt a chill despite the summer heat. The subject line, "Garden Proposal," was enough to send a shiver down her spine. Her shoulders hunched as she read the carefully worded message from Mr. Garcia, the tone almost too pleasant.

She reread the email three times, each reading making her stomach churn. She envisioned the future, with rows of vegetables and the scent of damp earth mingling with the carefully curated air freshener she used inside. A frantic need to control swelled inside her.

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