John paced the length of the living room, his jaw tight. The manuscript lay open on the coffee table, a cruel caricature of his existence. He’d found it by accident, a hidden file cleverly disguised. *She,* the fictionalized version of Sarah, was a manipulative shrew.

He kicked the coffee table, the wood groaning in protest. He wanted to break something, to shatter the smug satisfaction he imagined on her face as she typed each deceitful word. His knuckles ached, itching to connect with something solid.

"What a joke," he snarled, the words escaping his lips like venom. He wouldn't confront her. Not yet. First, he needed to compose himself. But the fire inside him refused to be quelled.

Emotion: mad

Cluster: Anger / Hostility
PC1 (Valence): -1.94 Negative
PC2 (Disposition): 1.26

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.448
0.344
est0.340
🤬0.336
aggravated0.332
Suppressed:
a-0.495
de-0.485
la-0.387
H-0.344
latter-0.290