He was halfway through a complicated recipe when the hammering started. He slammed the cookbook shut, a sudden surge of frustration coursing through him. The calm of his kitchen was shattered.

He went to the window, hands balled into fists. He watched as the workers moved about next door, their movements purposeful and oblivious. He wanted to scream at them to leave him alone.

He turned away from the window, his shoulders slumped. He felt a deep, pervasive weariness settle over him. He sat at the kitchen table, staring blankly at the ruined ingredients. He couldn’t even bring himself to clean up the mess.

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