He’d always known Professor Davies was eccentric, but this? This was beyond even his expectations. Liam slammed his fist on the polished desk, the force of the blow jarring his teeth. He felt a hot, prickling sensation behind his eyes. He paced, each footfall a thunderclap in the silent study, the books lining the walls watching him with unblinking eyes. He’d poured years into this apprenticeship, years of early mornings and late nights. And for what? To be abandoned like a stray cat? "Damn it," he gasped, his voice raspy.

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