The president’s announcement echoed in the vast, empty auditorium, each word a punch to Emily’s gut. The words blurred; she couldn’t make sense of them. Closing. The school was closing. Her world was imploding.

Her breath hitched in her throat, making a harsh sound that made her ears ring. She wanted to disappear, to sink into the worn velvet of the auditorium seats and vanish. Her hands were ice cold, even though the room was stifling.

She pushed back from the row, her legs feeling like jelly. She struggled to keep herself upright as she stumbled towards the exit. She had to get out, to escape the suffocating weight of this news.

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