The email. The subject line: *“First Chapter Feedback.”* Her hands were ice. Eleanor, normally so composed, couldn't remember the last time she’d felt this…unmoored. She scrolled through the document, each paragraph a fresh insult, thinly veiled as adoration.

She felt a buzzing in her ears. He had portrayed her as this… fragile, damsel-like creature. Her teeth were clenched so tightly her jaw ached. She felt the urge to scream, to shatter something, anything. The pristine white walls of her office began to feel like a cage.

She spun around in her chair, seeking a point of focus. The sleek lines of her minimalist desk offered no solace. The clock on the wall mocked her with its steady ticking. She had to leave, now. She grabbed her coat and practically bolted from the building.

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