Eliza clutched the newspaper, her knuckles white against the glossy paper. The words, splashed across the front page, seemed to scream at her. "Overpriced and Underwhelming," the headline blared. Her restaurant, a tiny haven she had painstakingly built, was now being called a money grab. Her mouth felt dry, her tongue thick and clumsy.

She closed her eyes, trying to block out the image of the critic's cruel words. The hours, the dedication, the sleepless nights – all seemingly for naught. She could feel the heat rising in her cheeks, a flush of humiliation. She had dreamed of this, of creating a place where people could come together and savor a meal, not be fleeced.

Her phone buzzed. It was a text from her mother, asking if she was okay. Eliza stared at the screen, unable to respond. Her chest felt constricted, as if an invisible weight was pressing down on her.

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