The clatter of pots and pans usually soothed him. Today, they were just noise. Chef Julian scrubbed furiously at a stainless-steel surface, the metal reflecting his drawn face. He had reread the review a dozen times. Each phrase a needle, each sentence a blow. His heart pounded in his chest, a frantic drumbeat against his ribs.

He slammed the pan down. It was a dish that he had worked on for months, a dish he considered a masterpiece. Now, it was just… garbage, according to the critic. He felt a wave of nausea, the room spinning slightly.

He leaned against the counter, closing his eyes, and took a deep breath. His hands were shaking. He could almost feel the weight of every lost customer, every empty table.

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