Margaret stared at the email, the words blurring despite her reading glasses. Mrs. Gable. *Mrs. Gable*. Her palms felt slick, and she rubbed them on her jeans. It couldn't be. Not *the* Mrs. Gable. The one who'd made her life a misery in fifth grade. This was some sort of cruel joke. She pulled the phone to her ear, intending to call the school, but instead, just kept staring, the screen reflecting her wide, disbelieving eyes.

"Mom? What's wrong?" Her daughter, Emily, stood in the doorway, a backpack slung over her shoulder.

Margaret snapped the phone off and forced a smile. "Nothing, honey. Just... surprised. Your teacher's name." Her voice was a little breathy, a little high-pitched. She had to sit down, her legs suddenly weak.

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