The note was folded clumsily, the ink bleeding in places like tears. “Could we talk about the oak?” it read. Amelia crumpled it in her fist, knuckles white. Her breath hitched, shallow and quick. She spun around, pacing the kitchen island, a frantic energy vibrating through her. The oak. That magnificent, ancient oak.

Her neighbor, Mr. Henderson, was standing on her doorstep. He looked smaller than she remembered, his shoulders slumped. "Amelia, dear?" he asked, his voice gentle. She could barely focus on his face. The world seemed to be closing in, the walls of the house shrinking.

"What do you want?" she blurted, her voice tight and shaky. She clutched the edge of the counter, her fingers digging into the wood. The oak, her oak, the protector of her garden, a home for birds. It had to be saved.

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