Ms. Evans received a delicate porcelain doll, its painted eyes fixed and unblinking. It was from a former student, Emily, who’d been prone to dramatic outbursts. The doll was seated in a miniature rocking chair.

Ms. Evans felt a sudden rush of warmth. Then, the warmth faded, replaced by an unsettling coldness. She stared at the doll, its expression unreadable.

She sat heavily in her chair, the weight of the past pressing down on her. Her vision became blurry. She tried to tell herself that everything was fine, that it was just a doll, but her words felt hollow.

She needed to sit. She closed her eyes.

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