Her eyes narrowed as she read the cookbook. The "Irresistible Irish Soda Bread" was identical to her grandmother's recipe, the one she’d written in the family heirloom cookbook. It was a betrayal.

She felt her pulse quicken, a frantic drumbeat in her ears. She slammed the cookbook shut, the sound echoing in the silent room. She stood, pacing back and forth, unable to settle.

A knot formed in her stomach. Her breath came in short, shallow gasps. She clutched her arms, as if warding off a chill. She could not comprehend how someone could do such a thing.

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