The email arrived like a blow. One moment, Amelia was sipping her tea, contemplating the grocery list. The next, she was staring at the screen, her breath catching in her throat. Mrs. Peterson? The woman who’d assigned the dreaded volcano project? The woman who’d marked down her science project for not erupting properly? Now her son, Ethan, was going to be in her class.

Amelia’s fingers fumbled for the phone. She needed to talk to someone, anyone. The air in the room felt thick, heavy, like a suffocating blanket. She jumped up and started to pace, her steps quick and erratic, the carpet a blur beneath her feet.

Her stomach churned, a knot of dread twisting tighter with each passing moment. She stopped abruptly, her hand flying to her mouth. "No," she whispered, her voice barely audible. "This can't be happening."

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