He stared out the window, the cityscape blurring through a film of unshed tears. The knot in his stomach tightened with each passing second. He had spent years, sacrificing everything, to get where he was. And now? Now he was less valuable than someone who had just started.

He felt a tremor run through him, his body shaking uncontrollably. He grabbed the edge of his desk, his knuckles white with the strain. He wanted to scream, to lash out, to make them understand the depth of his frustration.

He buried his face in his hands, trying to stifle the rising tide of emotion. "It's not fair," he mumbled through his fingers, the words muffled and choked.

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
่ƒ€0.401
์ ์ 0.396
๐Ÿ˜ซ0.377
ใใ‚Œใงใ‚‚0.373
Suppressed:
la-0.672
a-0.618
de-0.541
๐Ÿ˜Ž-0.370
๐Ÿ˜Ž-0.359