The sound of the notification sliced through the air, sharp and intrusive. She was in the middle of a meeting, and her heart immediately leaped into her throat. This was what she had feared. This was her nightmare.

She excused herself from the meeting, her voice sounding shaky even to her own ears. Her hands were clammy as she pulled up the article. The words swam before her eyes. The shame, the vulnerability – it was overwhelming.

She felt a tightening in her chest, a physical manifestation of the anxiety that was building. She leaned back in her chair, the world tilting precariously around her. She struggled to keep her composure.

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