"To Ms. Peterson," the card read, the handwriting looping, unfamiliar. Inside, a single, dried crimson rose. Margaret frowned, the petals a dusty red.

Her hands moved to instinctively clutch her sides, as if she could protect herself. The bouquet, delivered just before her first class, was from a student she'd all but forgotten, David. He’d been quiet, withdrawn, and prone to sudden outbursts. She remembered his mother, a frantic woman with wide eyes.

A wave of nausea washed over her. She knew that David had been through some horrible things during his life, she had tried to help but he had retreated. The scent of the rose, faint but insistent, suddenly filled the room. She retreated to the bathroom, splashing water on her face.

Later, she found herself staring out the window, the classroom a blur. The feeling of being completely unmoored, alone with this unsettling reminder, was heavy on her.

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