The ramen nearly slipped from Marco's trembling hands. He set the steaming bowl down with a thud that rattled the cheap IKEA table. His breath hitched in his chest as he stared at the sticky note stuck to the fridge. It was covered in messy, looping characters. He recognized them โ€“ they were the same ones his grandmother used to write him letters in. Mandarin. *His* Mandarin. A frantic energy crackled through him. He ripped the note from the fridge, his knuckles white. He hadn't told anyone he missed his grandmother's letters, not even Liam. "Liam!" he called, his voice tight, barely above a whisper.

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