The opulent study, lined with leather-bound books and smelling of old money, suddenly felt like a prison. He felt a tremor go through his whole body. He was the one who was meant to take over the family legacy, the successful law firm, the political connections. His sister, Olivia, was always the artistic one, the dreamer.

He slammed his hands down on the desk, scattering papers. He was left with an empty void.

The will, however, told a different story. Olivia, her face a serene mask, would get the firm. He was to receive a collection of antique maps. And a hidden key. His throat closed, and a strangled sound escaped his lips. The world tilted on its axis. He couldn't breathe.

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