He stared at the screen, a cursor blinking mockingly on the “Confirm” button. His fingers twitched, hovering over it. It was Michael – the kid who'd relentlessly teased him about his stammer in fifth grade. A coldness spread through him, making him pull the collar of his shirt. He hadn't thought about Michael in years.

He leaned back in his chair, the office around him a blur. The usual sounds of the workday—the tap-tap of keyboards, the murmur of conversations—seemed distant. He ran a hand through his hair, finding it unusually damp. He needed to get something done but felt completely paralyzed.

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