The email shimmered on the screen, the words a blurry, cruel joke. “We regret to inform you…” The air in her small apartment seemed to thicken, pressing in on her chest. Her breath hitched, a series of short, shallow gasps. She swiped at her eyes, the screen suddenly a waterfall of distorted letters. “No, no, no,” she muttered, the sound barely audible, her voice cracking. Her fingers, suddenly clumsy and numb, fumbled for her phone. She needed to call someone, *anyone*, to make this nightmare vanish.

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