David couldn't sit still. He kept pacing his cramped living room, the worn rug underfoot offering little comfort. He'd seen the blueprints, the architectural renderings. Mr. Chen, whose kids played video games all day and whose lawn was perpetually overgrown, was building a mansion. A *mansion*.

A low whimper escaped his lips. He ran his hands through his hair, pulling at the strands. The injustice of it all, the utter unfairness, felt like a physical weight pressing down on him. All the effort, all the striving he had invested in climbing the corporate ladder, all the sacrifices he'd made… and it was nothing compared to the secret wealth next door.

He felt a burning sensation in his throat, a need to scream, to lash out. He wanted to understand, to know how, to unravel the mystery of this hidden fortune. The walls felt like they were closing in.

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
胀0.401
점점0.396
😫0.377
γγ‚Œγ§γ‚‚0.373
Suppressed:
la-0.672
a-0.618
de-0.541
😎-0.370
😎-0.359