“How?” The word escaped Clara’s lips as a shaky whisper. Her diary. The one she’d kept hidden under her bed, now exposed. The screen showed an ocean of words, the waves of her private life, crashing for all to see.

Her breath came in short, shallow bursts, her chest rising and falling rapidly. She felt a sharp pain in her temples, a pulsing rhythm that mirrored the frantic beat of her heart. She was suffocating.

She gripped her hair, as if she could pull herself out of this nightmare. Her mind raced, a whirlwind of panic and disbelief. She didn't know what to do, how to fix it, how to survive this.

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
0.401
점점0.396
😫0.377
それでも0.373
Suppressed:
la-0.672
a-0.618
de-0.541
😎-0.370
😎-0.359