Her hands trembled as she clutched the print copy. The published article. Except it wasn't *her* name next to the title. A wave of heat flushed her face, making her feel as though she might be sick.

She sank into the nearest chair, her legs suddenly weak. The room seemed to shrink, the walls closing in on her. Her vision swam.

She forced herself to take deep breaths, trying to regain some semblance of control. The words swam before her eyes, blurring and twisting. She felt a profound sense of injustice, a burning anger she struggled to contain.

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