The news hit Emily like a ton of bricks. Her diary, painstakingly handwritten and kept locked away, was now on display for the entire internet to consume. She felt a crushing weight on her chest, making it difficult to breathe.

She stumbled backwards, her legs feeling weak and unreliable. She leaned against the wall, trying to find some semblance of balance. Her vision was blurring, and the room was starting to spin.

A sob escaped her, and another, each one tearing from deep within her. She put her hands over her mouth, trying to stifle the sounds, but they kept coming, a torrent of raw, unfiltered anguish. She needed to hide.

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