He knew he should have canceled. The thought had been a constant companion since he’d made the appointment. Now, sitting in the waiting room, the feeling intensified. He could feel a cold sweat slicking his palms, and his breath was coming in short, shallow gasps.

"Mr. Collins?" The voice was a pleasant, but piercing reminder of his impending doom.

He rose to his feet, his legs feeling like jelly. As he approached the office, he knew. He knew who he would see. He knew the name on the door wouldn’t be a surprise.

The door opened, and his jaw dropped. It was Scott. The boy who had made his life a misery. He felt a shiver run down his spine, a primal fear he thought he'd outgrown. He wanted to shout, to run, to rewind time itself.

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