The photograph of the classroom, sent by the teacher, landed with a thud on the kitchen table. Liam stared at it. Miss Periwinkle. The woman who'd insisted he wasn't "creative" enough. The woman who'd made him feel like a complete failure at art. His daughter, Chloe, was going to be in her class.

His chest tightened; it was difficult to draw breath. He felt suddenly trapped, suffocated by the memory of harsh criticism and the stinging feeling of inadequacy. He ran a hand through his hair, tugging at the strands, a desperate attempt to regain control.

He needed to protect Chloe from this, to shield her from the same wounds. "No," he groaned, the word a strangled sound. "She can't." He had to think, to act, to do something to prevent this repeating history.

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