The overhead lights seemed to pulse, matching the erratic rhythm of Emily's heart. She tugged at her ponytail, the strands offering no relief. The airline representative’s placid demeanor was infuriating. She opened her mouth to argue, but the words caught, turning into a strangled sob. Her brother’s first concert. She'd driven him to piano lessons for years, listened to him struggle, watched him blossom. And now, she wouldn't be there to witness his triumph. She bit her lip so hard she tasted blood.

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