The letter arrived via courier, a sealed envelope bearing the familiar insignia of the Royal Academy. Inside was a single sentence: "Your apprenticeship is concluded." Elias had been preparing to receive his mentor's final evaluation. The words struck him like a blow. His vision blurred.

He went to the workshop, his hands numb. The tools, once familiar companions, now seemed alien, meaningless. He ran a hand over the cold steel of his father's old chisel, his gaze lost.

Later, he walked the streets, ignoring the bustling crowds. The world felt muffled, distant. He knew there was a journey ahead, but the compass had been broken.

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