The last customer had left, leaving an echoing silence in the dining room. Chef Ben stood in the doorway, staring at the empty tables. His hands were clenched into fists, his knuckles white. The criticโ€™s words burned in his mind, each adjective a fresh cut. He had worked tirelessly to earn his reputation, only to see it shattered in a single article.

He turned away from the dining room, retreating to the kitchen. He had never felt so alone. The heat of the ovens seemed to intensify the flush on his face. He leaned against the counter. He felt a burning sensation in his chest.

He took a long, ragged breath, trying to steady himself, and he ran a hand over his face. He felt the sting of tears.

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:
๐Ÿ˜ฃ0.304
๐Ÿ˜ž0.296
worse0.291
๐Ÿ˜–0.285
๐Ÿ˜ฐ0.276
Suppressed:
de-0.457
la-0.349
:)-0.239
B-0.232
happy-0.229