Sweat beaded on Liam's forehead as he stared at the two invitations in his trembling hand. Sarah's party. Mark's party. Both, on the same day. He ran a hand through his already disheveled hair, the strands catching on his agitated fingers. "No, no, no," he mumbled, pacing the length of his cramped apartment. His breath hitched in his chest, making it hard to think. He felt like his heart was trying to escape his ribs.

He flung himself onto the sofa, grabbing a cushion and squeezing it until his knuckles were white. The noise of the city, normally a comfort, now felt like a relentless drumbeat against his skull. Each passing car horn sounded like a judgement. What was he supposed to *do*? He hadnโ€™t even bought Sarah a present! Or Mark! The thought sent a fresh wave of panic through him.

He sprung up again, his movements jerky and uncontrolled. He began muttering to himself, his voice rising in pitch with each passing second. He grabbed his phone and started dialing Sarah's number, but his finger slipped, sending the phone clattering to the floor. He let out a strangled cry.

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