β€œIt’s fine,” Chloe muttered, forcing a smile that felt brittle and unnatural. Her palms were slick with sweat, and she kept compulsively clicking her pen. The failing grade in her physics class felt like a personal attack. She’d always prided herself on her intelligence, and this felt like a demolition of her carefully constructed self-image. The laughter of her friends around her, usually a source of comfort, now grated on her nerves.

Emotion: anxious

Cluster: Fear / Anxiety
PC1 (Valence): -1.99 Negative
PC2 (Disposition): -0.24

Role in Research

This story is one of 1,000 stories generated for the emotion anxious. 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 anxious stories, after denoising with neutral dialogue baselines, produces the anxious emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the anxious vector is projected through the unembedding matrix.

Promoted:
😣0.315
πŸ˜–0.302
worse0.297
😰0.285
own0.267
Suppressed:
la-0.441
a-0.382
de-0.365
"-0.256
happy-0.256