The coffee shop was suddenly too loud, the clatter of cups and the murmur of conversations grating against her nerves. She’d been so sure. So utterly, irrevocably sure. Now, she felt a profound sense of… emptiness.

She traced a circle on the condensation of her iced latte with a trembling finger. The email lay, still unopened, on the table. She'd been putting it off all morning. Now, she felt a strange mix of dread and morbid curiosity.

She took a deep breath, steeling herself. Then, slowly, deliberately, she swiped the screen. The message popped up. Her breath hitched. Her vision swam. She grabbed her bag, and without looking back, rushed outside, the city's noise suddenly deafening.

Emotion: distressed

Cluster: Fear / Anxiety
PC1 (Valence): -2.39 Negative
PC2 (Disposition): -0.52

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😣0.304
😞0.296
worse0.291
πŸ˜–0.285
😰0.276
Suppressed:
de-0.457
la-0.349
:)-0.239
B-0.232
happy-0.229