John's vision swam. The fluorescent lights of the school gymnasium seemed to flicker, turning the bright space into a strobe of anxiety. Mr. Henderson. *Mr. Henderson*. The man who’d failed him in sixth-grade math. The same Mr. Henderson now beaming at him, shaking his hand, welcoming his daughter, Emily, to his class. John felt a bead of sweat trickle down his temple.

He felt the sudden urge to flee, to grab Emily and run, to shield her from the man who had instilled in him a fear of fractions that lingered to this day. His palms were slick with sweat. He stumbled, catching himself on a nearby chair.

His heart hammered against his ribs, a frantic drumbeat against the silence of the room. He focused on Emily, trying to project a calm facade, to be the steady parent. But his voice cracked as he forced a smile and asked, “So, Mr. Henderson… how’s… how’s math going these days?”

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