"Oh, look, it's him," whispered Clara’s friend, her voice a cruel whisper that sliced through the celebratory atmosphere. Clara’s breath caught in her throat. Her world narrowed. She felt a burning sensation in her chest, a physical manifestation of the flood of emotions threatening to erupt.

She fumbled with her clutch, her fingers clumsy and useless. Every memory, every shared joke, every argument, slammed into her at once. She wanted to scream, to run.

She abruptly rose, nearly knocking over her chair. Her face felt hot, flushed. She couldn’t stay. She wouldn't. Excuses poured out of her mouth, a jumbled mess of words that barely made sense, as she bolted toward the exit, the happy music of the wedding following 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
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