"Oh, sweet heavens, no." David whispered, his voice barely audible. He clutched the invitation to his chest, his knuckles white. The air in his cramped apartment felt suddenly thin, difficult to draw into his lungs. He felt a wave of cold wash over him, goosebumps erupting on his arms.

He paced the length of his living room, his steps erratic and clumsy. His mind raced, a chaotic jumble of faces and voices from a past he'd tried so hard to bury. Every negative emotion he'd ever felt, every insecurity, was now amplified a million-fold.

He stopped, his gaze fixed on his reflection in the dusty mirror. He looked like a stranger to himself. The thought of seeing *them*, seeing *her*, was enough to send a fresh wave of panic through 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