He let out a strangled cry. It was a guttural sound, born of pure shock and disbelief. He felt a sharp pain in his chest, as if someone had stabbed him. The secret social media account. A carefully constructed alternate world.

He felt the sudden urge to smash the laptop. The urge to obliterate the evidence. He clenched his fists, knuckles turning white. He took a few deep breaths, trying to regain control.

He needed to think. He needed to understand. But the images kept flashing before his eyes, a relentless barrage of digital pain. He closed the laptop. The silence was deafening.

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