"Bloody hell," muttered Sarah, her voice a low growl. She'd found the letter tucked between the pages of her grandmother's favourite cookbook. The crisp, clean handwriting was undeniably her mother's. The envelope, addressed to her father, was still sealed.

With shaking hands, Sarah sliced it open. The letter was a detailed account of her mother's unhappiness in their marriage, detailing years of suppressed discontent. Sarah felt the blood drain from her face. She hated that she'd never known. She hated that her mother had kept this from her.

She stalked through her house, her fingers curling and uncurling at her sides, searching for something, anything, to break. She found her old tennis racket, and without a second thought, she smashed it against the brick of the fireplace until the wood splintered.

Emotion: furious

Cluster: Anger / Hostility
PC1 (Valence): -2.01 Negative
PC2 (Disposition): 1.23

Role in Research

This story is one of 1,000 stories generated for the emotion furious. 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 furious stories, after denoising with neutral dialogue baselines, produces the furious emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the furious vector is projected through the unembedding matrix.

Promoted:
C0.461
0.376
🤬0.338
aggravated0.313
est0.304
Suppressed:
a-0.356
de-0.334
L-0.308
H-0.301
adventurous-0.256