He paced his tiny dorm room, the worn rug a familiar comfort beneath his feet. The words, "Academic Dishonesty," still echoed in his mind, a constant, unwanted refrain. John ran his hands through his hair, dislodging a few strands. He felt a hot flush creep up his neck.

He felt the sudden urge to run, to escape the suffocating walls. He bit his lip, trying to focus, but his thoughts were a frantic scramble. Images of his parents, of his future, of the shame, flashed before his eyes. He felt a sudden, sharp pain in his chest.

The accusations… the evidence… it was all falling apart. He had to think. But he couldn't. His chest heaved, taking in short, rapid breaths.

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