The decorations, still up from last week's Christmas party, felt like accusatory sentinels. Thomas had been so looking forward to his 40th birthday bash. His partner, Emily, now stood before him, her face a mask of misery. "The venue cancelled," she stammered, her voice thin and reedy.

He couldn't speak, couldn't breathe. His chest felt tight, constricted by an invisible band. He ran his hands over his face, pushing back the tears. He wanted to lash out, to scream, to break something, anything to alleviate the crushing weight in his gut.

He began pacing the floor, his steps erratic and uncontrolled. He felt a sudden, overwhelming urge to flee, to escape the suffocating reality of the situation. The air grew thick, making him feel like he was drowning.

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