The coffee cup trembled in Leo’s hand, sloshing lukewarm liquid across the table. He'd been summoned to the professor's office, a meeting that had now devolved into a nightmare. The accusations hung heavy in the air, a suffocating blanket. He could feel his pulse throbbing in his temples.

He ran a hand through his hair, leaving it standing on end. He tried to speak, but only a strangled sound emerged. His mind was a frantic carousel, spinning out of control. Images and half-formed thoughts collided, creating a dizzying, sickening whirlwind.

"I… I swear…" he began, his voice cracking. He felt a desperate urge to plead, to beg, to make them understand. But the words wouldn't come. They were trapped, lost in the maelstrom of his fear.

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