The coffee cup, clutched tightly in her hands, trembled, sloshing its contents onto the pristine white tablecloth. It was as if the world had shifted beneath her feet. The diagnostic report, detailing a condition completely foreign to her, lay open on the table.

She picked up her phone to call her therapist and found her hand shaking too much to punch in the number. She couldn't breathe.

She thought of the appointments she made, the treatments she had, the things she thought she knew about herself. All now thrown into doubt. The cafe seemed to become louder, filled with meaningless chatter. She needed air.

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