The world was too loud. The ticking of the grandfather clock in the hallway was a relentless hammer blow against her skull. She felt a burning sensation in her stomach, a knot of pure, unadulterated fear. Her fingers, clammy and trembling, fumbled with the laptop.

She’d found the account, a carefully constructed facade. Her son, her sweet, quiet boy, was someone else entirely. She felt a wave of nausea, like she was going to be sick.

She had to close the laptop. She couldn't look anymore. But she couldn't stop. She scrolled through the endless feed, the carefully curated persona, the flirty comments from strangers. She let out a gasp. She was drowning.

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