He stared at the spreadsheet, the numbers blurring. His gut twisted into a tight knot. The cold sweat prickled his skin. He couldn’t seem to swallow, the lump in his throat expanding, threatening to choke him. They were paying Emily, the intern, more than him. More!

He slammed his fist on the desk. The cheap plastic rattled. The room spun. He felt dizzy, lightheaded. He grabbed the edge of his desk, trying to steady himself. This had to be a mistake. A glitch. A cruel joke.

“This…this can’t be,” he stammered, his voice barely a whisper. He wanted to scream, to break something. He wanted to disappear. He clutched his chest, willing the pounding to stop.

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