I gripped the steering wheel so tightly my knuckles were white. My brother, John, had called with the news - he was converting to Sikhism. I drove in circles, the familiar streets of our childhood suddenly alien. The world outside the car blurred. I kept seeing him, the boy I grew up with, the boy who'd shared every secret, every dream. The image of him, now a stranger, filled my mind's eye. I pulled over, my heart hammering against my ribs, and took deep, shuddering breaths.

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