He had purchased the book for its beautiful illustrations, intending to use it for his art project. He hadn't expected to find anything more than an interesting read. Instead, a handwritten letter fell out.

He felt a tightness in his chest as he read the words, the story of a lost love, a life cut short. He closed the book. The weight of the world seemed to settle on his shoulders. He walked to the window. The city lights, usually a comfort, now seemed to mock him with their relentless indifference. He could barely breathe.

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