"Again?" Chef Jean muttered under his breath, staring at the front door. He felt a prickle of sweat crawl down his back. His hands, usually so steady when filleting fish, were now clammy as he glanced at the door once more. The critic's review of his new restaurant was brutal, a scathing indictment of his life's work. It felt like someone had punched him in the chest. He thought of all the sleepless nights. All the careful preparation. The hours spent sourcing the best ingredients. His carefully assembled team. He leaned against the counter for support, his legs suddenly feeling weak. He closed his eyes.

Emotion: shaken

Cluster: Fear / Anxiety
PC1 (Valence): -2.72 Negative
PC2 (Disposition): -0.86

Role in Research

This story is one of 1,000 stories generated for the emotion shaken. 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 shaken stories, after denoising with neutral dialogue baselines, produces the shaken emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the shaken vector is projected through the unembedding matrix.

Promoted:
S0.351
unable0.269
focus0.266
😞0.258
다시0.257
Suppressed:
de-0.769
la-0.579
a-0.375
happy-0.292
"-0.290