The notification popped up on Amelia's screen: "Chad Reynolds sent you a friend request." Her breath hitched. She slammed the laptop shut, the metallic clang echoing in the otherwise silent apartment. Her hands were clammy, fumbling for her phone. She felt a wave of heat wash over her, prickling her skin. *Chad Reynolds.* Thirty years. Thirty years since she'd last seen him, heard his name, been forced to relive the torment. Now, here he was, a digital ghost resurrected to haunt her.

She paced the length of her living room, her steps erratic. Back and forth, back and forth, like a trapped animal. Her phone buzzed; a meaningless spam email. She shrieked, letting the phone clatter to the floor. The image of his face, the smug tilt of his mouth she remembered so well, burned in her mind.

A memory surfaced: Chad, the playground bully, had stolen her favorite toy truck, stomping on it until it shattered. She felt that same crushing sensation in her chest, the same helplessness. She needed air, needed to be somewhere else, anywhere but here. Grabbing her keys, she bolted for the door, not caring where she went.

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