He had been working in the garage, sanding the edges of the new birdhouse he was building for his granddaughter, when the world turned upside down. The crash resonated through his bones, followed by a dizzying silence. He stumbled out of the garage, the wood scraps forgotten.

He found himself staring at a colossal mess. The once-proud maple lay sprawled across Mr. Peterson's lawn, its roots a horrifying testament to nature's power. It looked like a fallen giant.

His legs felt unsteady, like the very earth was shifting beneath him. He grabbed the garage door frame for support. The birds in the nearby dogwood tree were strangely quiet. He felt a sudden, inexplicable chill.

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