James stared at the email, his vision blurring. He blinked rapidly, trying to clear his head, but it was no use. The words seemed to swim on the screen. He felt a strange disconnect from his body, as if he were observing himself from a distance.

He kept running the same thoughts on a loop. What if he failed? What would he do? He pictured the humiliation, the disappointment. He couldn't deal with it.

He slammed his fist on the desk, startling himself. His hand throbbed with pain, but he barely noticed. He stood up, then sat back down again, his legs shaky. He grabbed his water bottle and took a long gulp, but his throat was still dry.

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