The unearthed box felt like a personal attack. "This is not happening," Amelia seethed, the words escaping her lips as a hoarse whisper. She was a woman of consequence, of accomplishments, and now this… this childish time capsule, was a stain on her perfect trajectory.

She picked up a heavy rock and slammed it against the capsule, denting the lid. The action was oddly satisfying. The contents spilled out. A small, worn teddy bear, and a small journal.

She snatched the journal, the paper crackling in her grasp. The handwriting was hers, the words a puzzle. Each sentence was a violation, an unwanted invasion of her peace.

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