The world felt tilted. Sarah found herself staring at the flickering screen of her laptop, the university's message of regret a cruel headline. Her scholarship, the one that had allowed her to escape her parents' crowded home and pursue her dreams of becoming a writer, wasn't hers. A knot tightened in her gut, a painful, internal clamp.

She went to the campus café, her usual haven, but couldn't bring herself to order her usual latte. The chatter of other students grated on her nerves. Every laugh, every carefree conversation felt like a stab. She clutched her worn backpack, her knuckles white.

She felt a hot flush creep up her neck. The carefully constructed world she had built for herself was beginning to crumble. She buried her face in her hands, desperately fighting back the tears.

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