The email shimmered on the screen, a malicious little snake of pixels. My name. The scholarship. My face felt hot, a flush creeping up my neck. I read it again, then again, each time the words twisted into something monstrous. They had made a mistake. The money wasn't mine. It was for a student named Anya. *Anya*. The room began to tilt. My hands, clammy and trembling, fumbled for my phone. I needed to call my mother. Now. The dial tone felt like a siren, wailing in my ears.

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