The meticulously arranged sculptures surrounding Emily felt like a physical threat. Her sculptures. Not hers anymore. Each piece, a testament to her fears and desires, was now on display, dissected by strangers.

She felt a cold sweat break out on her forehead. The air was thick, suffocating. She swayed on her feet, the world tilting and blurring around her. She struggled to take a breath, her lungs refusing to cooperate.

Her hands shook uncontrollably. She needed to escape, to disappear. This was a nightmare, and she needed to wake up.

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
่ƒ€0.401
์ ์ 0.396
๐Ÿ˜ซ0.377
ใใ‚Œใงใ‚‚0.373
Suppressed:
la-0.672
a-0.618
de-0.541
๐Ÿ˜Ž-0.370
๐Ÿ˜Ž-0.359