The sunlight streaming through the attic window cast long shadows across the floorboards. David sifted through the boxes. His father had died last year, and they were finally clearing out the house. Inside, nestled amongst Christmas decorations and old photographs, were his school projects, carefully preserved. He felt a profound sense of bewilderment.

He felt an odd pressure in his temples, a dull ache that throbbed with each passing minute. He stared at a science project he'd done in seventh grade. The meticulously constructed volcano. His face burned.

His throat felt constricted, making it difficult to swallow. He couldn't quite fathom her motivations.

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