A wave of heat crashed over Amelia’s face, prickling her skin. The kitchen felt small, oppressive, as she scrubbed furiously at a countertop that was already pristine. Her roommate, Chloe, had been laughing just moments ago, regaling her with a tale of her latest dating escapade. Now, the laughter felt like a sharp jab.

Amelia’s palms were slick with sweat. Chloe wanted a snake. A *snake*. Amelia loathed reptiles. The thought of a cold, scaled creature slithering around their apartment filled her with a nameless dread. She slammed the cleaning spray back onto the counter, the clatter echoing in the sudden silence.

She had to say something. The words were caught in her throat, a choked, silent scream. Amelia spun around, her mouth opening and closing soundlessly, unable to form a coherent sentence.

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