The tremor in Maria's hands made it difficult to light her cigarette. She finally managed to get a flame, drawing in a long, shaky breath. The smoke did little to calm the tightness in her chest. Mrs. Rodriguez, her neighbor, was pulling out of her driveway, a gleaming new SUV practically swallowing the old compact car Maria had to get by.

She’d seen Mrs. Rodriguez at the grocery store last week, buying organic produce Maria couldn’t even dream of. The woman was always so pleasant, so unfailingly polite. It made it worse.

Maria stubbed out the cigarette, the harsh rasp of the metal against the pavement echoing the frustration bubbling inside her. The bills were piling up, the job market was brutal, and the future seemed dim.

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