The workmen were already inside, stripping away the interior. The air was thick with the dust of destruction, the smell of sawdust and decay. Sarah wandered through the rooms, ghosting through her memories. Each step she took seemed to echo the hollowness in her chest.

She paused in the living room, staring at the spot where the Christmas tree had stood. The place seemed devoid of everything that had filled it before. She picked up a piece of fallen plaster, crumbling it in her hand. A single tear traced a path down her cheek, leaving a cool streak on her hot skin.

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