He stared at the webpage, the words mocking him. "The Future of Artificial Intelligence" by Sarah Chen. Liam had poured months into that essay. He’d barely slept, fuelled by caffeine and ambition. Now, some stranger, some… Sarah Chen, was taking credit. His vision swam.

He ripped the headphones from his head, the sudden silence amplifying the frantic thumping in his chest. A choked sob escaped his throat. He felt lightheaded, his legs unsteady as he stumbled toward the window. Outside, the city roared, but within him, a different kind of storm raged.

His hands shook so violently he could barely dial his phone. Each attempt was a fumble. He finally managed to punch in his lawyer's number, the digits swimming on the screen. He needed to make it stop. He just needed to make it all stop.

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