The cheerful chatter in the coffee shop felt like a mocking echo in Clara’s ears. She watched Liam from her table, a knot forming in her throat. He was laughing, animatedly speaking to a stranger in fluent Mandarin. The words felt like tiny needles pricking at her skin.

She’d always been possessive of her heritage, protective of the nuances of her language. The feeling of exclusion was unexpectedly brutal. She focused on her untouched latte, the warmth doing nothing to calm the chill that had settled over her.

Clara felt a sudden, inexplicable anger. The world tilted and she closed her eyes, trying to make the unease stop.

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
😖0.285
😰0.276
Suppressed:
de-0.457
la-0.349
:)-0.239
B-0.232
happy-0.229