He was mid-stroke on a new canvas when his phone chimed. Liam glanced at the notification: a photo tag. Clicking on the link, he saw it – his sprawling cityscape design, forever imprinted on another person's back. He dropped his paintbrush, the bristles hitting the floor with a wet thud.

He sat heavily on his stool. His vision swam. He felt a sudden chill, despite the warm studio. He picked up his phone again and scrolled through his feed, trying to find some form of peace. He found none. He’d never felt so... empty.

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
λ‹€μ‹œ0.257
Suppressed:
de-0.769
la-0.579
a-0.375
happy-0.292
"-0.290