He stared at the menu, the words blurring before his eyes. Chef Daniel felt a coldness spread through him, a chilling sensation that started in his fingertips and crept up his arms. The critic had called his food "uninspired" and "derivative," words that pierced him to the core. He had spent years learning, experimenting, refining his skills, only to be told he had nothing original to offer.

He felt a sudden urge to flee, to disappear. He wanted to go where nobody knew his name, where he wouldn't have to face the judgment, the disappointment. He looked around the kitchen, everything felt wrong. The familiar clatter of utensils, the sizzling of the grill – it all grated on his nerves.

He sat down heavily. The world spun. He could only stare at the menu.

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