The grand dining room, where generations had gathered, now felt like a battleground. He felt a flush burning through his face, an explosion inside of him. His sister, Isabella, had inherited the family's art gallery, the priceless masterpieces, the prestige.

He stared, his eyes wide, at his brother.

He ran a hand through his hair, the gesture almost violent. He’d received their mother's favorite, chipped mug. He was shaking, and her eyes were trained on the will. He had gotten the collection of their grandfather's old tools, a collection of rusted metal and broken handles, and a series of cryptic, coded messages. His chest felt tight.

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
胀0.401
점점0.396
😫0.377
γγ‚Œγ§γ‚‚0.373
Suppressed:
la-0.672
a-0.618
de-0.541
😎-0.370
😎-0.359