He slammed the door to his dorm room, the sound echoing through the small space. His roommate, Mark, jumped, startled. "Dude, what's wrong?" he asked, a wary look on his face.

James just paced, back and forth, like a caged animal. His hands were clenched into fists, knuckles white. The air felt thick, heavy, like it was pressing down on his chest. His heart hammered against his ribs, a frantic drumbeat in his ears.

He ran a hand through his hair, tugging at the strands. "They're shutting it down," he choked out, his voice barely audible. "The whole damn school. All of it." He needed to do something, anything. He didn't want to think about what this meant.

"Woah, woah," Mark said, trying to soothe him, "What are you even talking about? Tell me."

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