"There's been a change of plans, honey," her mother had said on the phone, her voice strained. Her surprise party, a beacon of light in her often-monotonous life, was no more. Now, Sarah sat alone in her car, the engine idling, the air conditioning doing nothing to quell the heat that flared within her.

Her vision blurred. She gripped the steering wheel so tightly her knuckles ached. The world seemed to shrink, closing in around her. The familiar scent of her car, normally a comfort, now felt like a suffocating shroud. She opened her mouth to speak, but no sound emerged, just a silent, desperate gasp.

She pounded the dashboard, each blow a release of pent-up anger and disappointment. The tears streamed down her face, leaving icy trails on her cheeks. She was adrift, lost in a sea of shattered expectations.

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