The newspaper crumpled in Amelia’s trembling hands. "Closed," the headline screamed, and the letters swam before her eyes. She gasped, her chest suddenly tight, making it difficult to breathe. This couldn't be happening. She had to be dreaming.

She clawed at her throat, as if to rip open a passage for air. Her phone clattered to the floor as she lurched forward, trying to steady herself on the kitchen counter. A wave of nausea washed over her. She scrambled to pick up the paper, eyes frantically scanning the article, hoping for a misprint, a mistake.

“No, no, no,” she choked out, her voice a strangled whisper. She had to do something. She needed to *fix* this. She slammed her fist on the counter, the force of the blow surprising even herself.

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