The boarding gate agent's voice, usually a professional drone, sounded to him like an executioner. "Delayed." The words, delivered with practiced nonchalance, hit like a physical blow. He stared at the screen, disbelieving. The interview, the one that could change his entire career, was scheduled for now.

He felt the blood drain from his face. His carefully prepared presentation, his meticulously rehearsed answers, seemed suddenly pointless. He felt a burning in his chest and a desire to flee. He imagined the other candidates, already in the building, already making their introductions, already impressing the interviewers.

He sat rigidly in his seat, his hands clasped tightly in his lap. He could feel his heart hammering against his ribs, a frantic drumbeat against the impending doom.

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