He was running late. The alarm hadn't gone off. The kids needed to be at school. He rushed out of the house, grabbed his keys, and ran to the driveway. Empty. The car was gone. His world narrowed, fixating on that bare space.

He stood there, frozen, the keys still clutched in his hand. The weight of the moment pressed down on him. A wave of frustration and panic threatened to engulf him. He glanced at his watch, the numbers mocking him.

He felt a strange lightness in his head, a detachment from reality. He pictured the day ahead, the mounting deadlines, the appointments, the school runs. Everything felt overwhelming. He closed his eyes, took a deep breath, and let it out slowly, hoping to regain some semblance of control.

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