She saw it in a cookbook at the library. "Aunt Agnes's Apple Pie - A Classic." Her stomach lurched. The exact pie she made every Thanksgiving for decades. The exact pie her Aunt Agnes gave her, but it wasn't Aunt Agnes. Not in that cookbook.

She choked back a sound, a strangled, animalistic noise. Her breath hitched in her throat, making it difficult to breathe. She felt a powerful urge to run, to flee this place, to escape the sight of the fabricated recipe.

She slammed the cookbook shut, the sound echoing in the silent library. She had to do something, anything. Her fingers twitched, as if desperate to take action. She had to fight back, reclaim what was hers, before everything was taken.

Emotion: hysterical

Cluster: Fear / Anxiety
PC1 (Valence): -3.19 Negative
PC2 (Disposition): -0.45

Role in Research

This story is one of 1,000 stories generated for the emotion hysterical. 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 hysterical stories, after denoising with neutral dialogue baselines, produces the hysterical emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the hysterical vector is projected through the unembedding matrix.

Promoted:
worse0.401
่ƒ€0.401
์ ์ 0.396
๐Ÿ˜ซ0.377
ใใ‚Œใงใ‚‚0.373
Suppressed:
la-0.672
a-0.618
de-0.541
๐Ÿ˜Ž-0.370
๐Ÿ˜Ž-0.359