“Just a few more pages,” she mumbled to herself, her voice a little too loud in the quiet of her apartment. The used copy of “Pride and Prejudice” was almost finished. A small piece of paper slid from between the pages, landing on the floor. She knelt to pick it up.

Her fingers were clumsy as she unfolded the letter. A cry almost escaped her lips as she read. She felt a strange buzzing in her ears. Her hands started to tremble, and she gripped the letter tightly, knuckles white. The story it told was a mirror to her own life, a secret that she thought was buried. She felt a sudden urge to flee, to escape the confines of her apartment, to run from the ghost of her own past.

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