He paced, the polished floorboards of the lawyer's office squeaking a mournful rhythm beneath his heavy footsteps. The air was thick, heavy with the scent of old paper and suppressed secrets. His sister, Amelia, sat perfectly still, her face an unreadable tableau. The will lay open on the mahogany desk between them, a declaration of a world turned upside down.

He slammed his fist on the desk. "It's a joke, a cruel, bloody joke!" he roared. He was supposed to receive the family business, the chain of successful restaurants, the promise of a secure future. He had worked his entire life preparing for this moment.

Amelia, cool as ice, was the one who got everything. The business was hers. All of it. He felt his vision blurring.

He glared at the document, at the crisp, authoritative script. He felt a desperate urge to tear it to shreds. She got the money. He got a dusty, old cookbook with notes scribbled in the margins. He fought to control the rising tide of bile that threatened to spill forth.

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