The diagnosis had been a blow, leaving a hollowness within. He sat on the cracked steps of the courthouse, sunlight bleaching the color from the stone. The world was too bright, too loud. John felt like his inner compass had shattered.

A woman walked by, glancing at him with a look of shared… uncertainty. She paused, then sat down on the step beside him, not saying anything. After a long moment of silence, she took out a small, worn photograph. He recognized the image: it was a stylized representation of the cellular structure of… their condition.

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