The email notification chimed, and David almost jumped out of his chair. He stared at the screen, heart hammering against his ribs. Both Jake and Emily's parties were scheduled for the same evening. He groaned, the sound escaping him involuntarily. His palms were slick with sweat. He felt as though the very air around him was electrified.

He began to pace, his footsteps quick and shallow, the floorboards creaking under his weight. He ran a hand over his face, trying to calm himself, but his fingers were shaking uncontrollably. He kept repeating the same phrases under his breath, "This is a nightmare, this is a nightmare."

He grabbed a pen and began scribbling on a notepad, the lines becoming increasingly frantic and illegible. He felt trapped, cornered. He needed to *do* something, anything, but every thought seemed to dissolve before it could take form.

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