The world had shifted. Everything was slightly out of focus, like looking through a faulty lens. The words, the *facts*, were there, but they seemed distorted. Daniel's hands were clammy, and he kept wiping them on his jeans. He could not stop the tremors.

He looked at his collection of signed books. He picked one up, then threw it. Then another. And another. The books landed with dull thuds against the wall. He was destroying something precious, but he couldn't stop. He was filled with a blinding rage.

He paced the room, his agitation building. He needed to destroy *more*. He needed to feel something other than this hollow ache.

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