The paper lay face down on the desk, the red "C-" screaming from the corner. Elias clawed at his hair, the strands catching on his fingers. He hadn't studied for hours, slaving over the material, sacrificing sleep, all for this? His chest felt tight, like a vise was slowly crushing the air from his lungs. He wanted to scream, to shatter something. The classroom blurred around him, the other students' chatter becoming a meaningless drone. He felt a hot flush spread across his face, and his vision swam. He needed to escape. Now.

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