Mark slumped against the wall, the world tilting precariously. Mrs. Davis. The woman who’d assigned that essay on Shakespeare and given him a D. The woman who’d made him feel utterly inadequate. His son, Alex, was going to be in her class.

His hands trembled as he reread the school newsletter, his eyes darting back and forth. A cold sweat slicked his palms, and he felt a wave of dizziness wash over him. He felt the blood rush from his head, the world dimming around the edges. He needed to get out of the hall, to breathe.

He gripped the wall for support, his knuckles white. "Alex," he muttered, the word a desperate plea. He knew he had to appear collected, to project confidence, but the fear was a physical weight, pressing down on him, stealing his breath.

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