"No, no, no," she repeated, the words a mantra against the rising tide of fear. The university president, a tiny figure on the podium, was droning on. The details didn't matter, only the overarching meaning. The end.

Her hands flew to her face, fingers digging into her cheeks. Her legs felt weak. She wanted to be held, cradled, protected. She felt lost, utterly and completely lost, like a child in a vast, uncaring wilderness.

She squeezed her eyes shut, trying to shut out the world. The room was spinning. She had to sit down.

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