The constant clicking of the knitting needles grated on Arthur’s nerves. His daughter, Iris, had adopted his knitting hobby, once a source of comfort and relaxation, and twisted it into an incessant practice. The house was now overrun with yarn, needles, and half-finished projects. He felt choked.

Iris had started knitting clothes for her pet hamster. She'd stopped eating.

He paced the room, his hands trembling. He found the needles in her bedroom. They were stained with her tears. He wanted to throw them away.

“Dad, look! I finished the sweater!” Iris's voice, high-pitched and strained, broke the silence. Arthur felt a cold dread settle in his stomach.

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