He’d always known, even as a kid, that he had a penchant for making others miserable. Now, the thought of actually facing the consequences of his younger self was causing him to feel… well, something akin to being trapped in a vice. He squeezed his eyes shut, willing the nausea to subside.

The receptionist had called his name. A simple “Mr. Davies?” delivered with a saccharine smile. He had nearly bolted. He felt a desperate urge to run, to disappear, to vanish entirely.

He walked down the hall, each step heavier than the last. The door swung open and there she was, standing in the doorway. Emily, with her too-bright smile, her perfect hair… the girl he’d tormented relentlessly with his cruel words and calculated taunts. He started to stammer, words catching in his throat. His knuckles were white where he gripped the doorknob.

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
0.401
점점0.396
😫0.377
それでも0.373
Suppressed:
la-0.672
a-0.618
de-0.541
😎-0.370
😎-0.359