Clara felt a pressure building behind her eyes, the familiar precursor to a full-blown meltdown. Across the bustling train platform, Daniel was chatting animatedly with his friend, a woman she didn't recognize. He’d looked at her, smiled vaguely, and then turned away. He hadn't known her.

Her breath came in short, shallow gasps. She clutched the strap of her bag, her knuckles white. *How can you not know me?* she wanted to shout. She bit down on her lip, tasting the metallic tang of blood.

The roar of the train echoed in her ears, amplifying the frantic rhythm of her racing heart. The crowd jostled around her, a sea of anonymous faces, each one a stranger, just like him. She felt herself unraveling, the thread of her sanity pulling loose.

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