The champagne flute wobbled precariously in Amelia’s hand, the bubbles a mocking dance of tiny explosions. Her smile felt glued on, a plastic facsimile of joy. She squeezed her eyes shut for a heartbeat, then forced them open again. Across the crowded dance floor, bathed in the garish glow of the disco ball, stood Liam. He was laughing, actually *laughing*, with the very woman he’d left Amelia for. A cold knot tightened in her stomach, a physical manifestation of the dread pooling in her chest.

She needed air, desperately. Excuse after excuse tumbled from her lips as she excused herself from the circle of well-wishers, weaving a clumsy path towards the patio doors. The music pulsed, a relentless throb that echoed the frantic beating in her ears.

The cool night air hit her like a slap, but it didn't help. Amelia leaned against the brick wall, the rough texture a grounding force. She took several shaky breaths, each one a struggle. God, she needed a drink, a strong one.

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
0.401
점점0.396
😫0.377
それでも0.373
Suppressed:
la-0.672
a-0.618
de-0.541
😎-0.370
😎-0.359