The first drill burst through the quiet like a gunshot. Elias dropped his teacup, the porcelain shattering on the hardwood floor. He hadn't been expecting it. He hadn't been expecting any of this. He stared at the mess, his chest tight.

He slowly picked up the largest pieces, his hands trembling. The sound of the hammering next door was relentless, a percussive assault on his already frayed nerves. He needed to get out, he realized. He needed air.

He pulled on his coat, not bothering to look in the mirror. His reflection would show the turmoil etched onto his face anyway. He walked out the door, then turned back, as though he'd forgotten something important. He hadn't.

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