The room was too bright, the music too loud. She blinked rapidly, trying to clear her vision. The room felt like it was closing in. Her carefully crafted speech, the words she'd rehearsed a hundred times, were suddenly lost to her. It was a blank void. She felt a burning sensation in her chest, like someone had lit a fire. She squeezed her eyes shut, took a deep, shuddering breath, and tried to remember her opening line. Her mouth felt dry, her tongue thick and clumsy. The room was a kaleidoscope of faces, all expectant.

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