He leaned back in his chair, a disbelieving laugh escaping his lips, quickly followed by a strangled sob. The room swam, the edges of everything blurring. He stared at the documents, the words a jumbled mess of ink that refused to make sense. He felt as though the floor had vanished beneath him.

He slammed his fist on the desk, the sound echoing in the sudden quiet of the room. He felt a surge of pure, unadulterated rage. He wanted to break something, to destroy the evidence of this monumental error. His eyes burned with unshed tears.

He stood up so abruptly the chair fell backward with a loud crash. He felt a rising heat in his chest, a wave of panic that threatened to overwhelm him. He stumbled towards the door, his legs unsteady, his vision obscured by a sudden rush of tears.

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