He was halfway through a meeting when the email arrived. It thrummed in his pocket, vibrating with an urgency that mirrored the frantic beating of his heart. He excused himself, a vague apology escaping his lips, and fled to the bathroom.

The stall door slammed behind him with a deafening thud. He leaned against it, gasping for air. The paper thin walls offered no protection, his secret words now on display for anyone to read. The nausea bubbled up, threatening to spill over.

His hands shook so violently that he couldnโ€™t unlock his phone. The tiny screen swam before his eyes. He had to know. He felt the world slipping away. He pressed his face against the cool, tiled wall, hoping for something to anchor him.

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