The flickering departure board was a taunt. Amelia clawed at the damp collar of her shirt, the fabric twisting into a suffocating knot. Her hands were ice, despite the airport’s stuffy heat. She ran a hand through her already disheveled hair, the gesture frantic, useless. The wedding. It was all she could think about. Her best friend, Sarah, waiting, likely now wondering where she was. She should be there, not trapped in this concrete prison. “They said it would be an hour,” she muttered to herself, the words catching in her throat like shards of glass. An hour had become three.

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