The morning light seemed to mock her, casting long shadows across the empty driveway. Her hands trembled as she fumbled with her phone, trying to access the security camera footage. The air felt thin, her breaths shallow.

She replayed the night before in her mind, desperate for a recollection of a mistake. She checked the time again, and then again. The fear of being late for work crept up her neck and tightened its grip on her throat.

Her heart began to race. The feeling of being trapped, helpless, consumed her. Her apartment seemed smaller, the walls closing in. The implications of this event began to swirl, each an unwelcome echo of her fear.

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