“Next!” The receptionist’s voice, a crisp, professional tone, broke through the fog in her mind. She clenched her fists, nails digging into her palms. She had been dreading this for days, ever since the scheduling confirmation had arrived.

She walked towards the designated office, a strange sense of unreality washing over her. She knew the name on the door; she'd carefully researched her therapist online. But she'd never truly *believed* it.

The door creaked open, and there he was. Mark. The boy who had made her life a living hell. The boy who had delighted in her suffering. Her breath caught in her throat. She fought back the urge to scream. The room seemed to spin.

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