The first nail gun blast ripped through the morning calm, and Martha nearly jumped out of her skin. She grabbed the phone, fingers fumbling for her husband’s number. It was 7:03 AM. He wouldn’t answer; he was already on the train. She paced the living room, the thump-thump-thump of the bass from next door starting to reverberate through her floorboards. Each beat was a physical blow. "No, no, no," she muttered to herself, pulling at the hem of her sweater.

Her breath hitched in her chest. She needed to do something. She needed to *stop* it. She ran to the window, peering through the blinds. The neighbor’s house was a hive of activity. Men were already swarming around the front door, oblivious to the fact that her world was crumbling.

Martha slumped onto the sofa, the floral cushions suddenly feeling rough and unfamiliar. She picked up a remote, the plastic cold against her clammy hand. She flicked it on, channel surfing frantically. Nothing seemed to stick. The noise, the incessant pounding, it was becoming unbearable.

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