From her bedroom window, she witnessed the devastation unfold. The tree, her neighbor’s aging, looming oak, now lay sprawled across her pristine garden, the branches decimating her prize-winning petunias. She gasped, her hands flying to her mouth.

Her pulse quickened, a frantic drumbeat in her ears. She felt a burning sensation in her chest, a physical manifestation of her rising panic. She needed to do something, anything. But what? She felt paralyzed, rooted to the spot.

She looked around the room, as if searching for an answer. The air felt heavy, suffocating. She opened the window, trying to suck in the fresh air, but it did little to alleviate the feeling of being trapped, both physically and emotionally.

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
胀0.401
점점0.396
😫0.377
γγ‚Œγ§γ‚‚0.373
Suppressed:
la-0.672
a-0.618
de-0.541
😎-0.370
😎-0.359