"No, no, no," he muttered, the words a frantic mantra against the rising tide. The universityโ€™s official statement, typed in sterile Times New Roman, offered a polite farewell to Dr. Chen. He read it again, and then again. His vision blurred. Sweat beaded on his forehead, trickling down his temples. He felt a desperate need to *do* something, to claw at the air, to tear the room apart until the news was no longer true. He had poured his heart and soul into this project, into *him*. Now, the foundation of everything he had built was shifting beneath his feet.

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