The vibrant colors of the party supplies seemed to taunt her from the closet. The news of the party’s cancellation had hit Olivia like a physical blow. She'd been so excited to celebrate her promotion with her friends and family. Her sister, who was responsible for the arrangements, stood opposite her, head bowed.

A tremor ran through her body, starting in her toes and spreading upwards. Her palms began to sweat, and her breath quickened. The silence in the kitchen was deafening, amplified by the pounding of her heart. She wanted to yell, to demand an explanation, but her throat felt constricted, making it impossible to form words.

She turned away, stumbling towards the counter, her hands searching for something, anything, to ground her. She needed to breathe, to find a way to contain the rising tide of emotions threatening to overwhelm her.

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