The half-written thank-you notes, ready to be sent to guests, were now worthless scraps of paper. It had all fallen apart. The surprise party for his grandfather, so carefully organized, was no longer happening. The news had come via a phone call from his cousin, Emily.

A wave of dizziness washed over him, blurring his vision. He gripped the edge of the table, his knuckles white. His breath came in short, shallow gasps, as if he was struggling to breathe. He felt a burning sensation in his chest, a tight knot of frustration and sadness.

He rose from his chair, his legs feeling weak and shaky. He needed to get away, to be alone. He stumbled towards the door, his mind racing, his emotions a chaotic jumble. He wanted to scream, to cry, to smash something, anything to release the pressure that was building inside him.

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