The anonymous delivery was a book, a thick, leather-bound volume. Inside, a handwritten inscription: “For Mr. Bell, from a debt repaid.” Mr. Bell held the book in his hands, unable to meet his own eyes.

The book was from Ben, a former student who’d struggled with addiction. He’d helped Ben more than once, and had tried to help get him back on track. Now, this. He felt a chill run down his spine.

He flipped through the pages, but the words blurred before his eyes. The feeling of unease, a prickly sensation that crawled beneath his skin, intensified. He squeezed his eyes shut.

He took another deep breath, trying to steady himself. The room seemed too small, the air too thick. He took his coat and stepped outside, not wanting to think about what was happening.

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