He slammed the car door a little too hard, the sound a jarring punctuation mark on the end of a very bad week. David had just lost his job and his apartment in the same day. He couldn't believe this was happening. He took a deep, ragged breath and straightened his tie, a purely automatic gesture. His father opened the door before he could even reach it. "David! Welcome home, son."

He forced a weak smile. The scent of Sunday roast wafted from the kitchen, a smell that usually brought comfort, but today, it felt cloying. His throat closed up. "Hey, Dad." He tried to sound normal, but his voice cracked at the end. His father's gaze, usually warm, seemed to dissect him.

Later, huddled in his old bedroom, he stared at his reflection in the dusty mirror. His face was a mask of strain. He ran a hand through his hair, tugging at the strands until it hurt. He wanted to scream. He wanted to break something. He closed his eyes, willing himself to calm down, but all he felt was this rising tide of something.

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