He stared at his reflection in the bathroom mirror, the book lying open on the countertop. His face was flushed, his eyes blazing. The stranger staring back at him was not him; the man in the biography was a distorted caricature, a creature of the author's twisted imagination.

He ripped the book from the countertop, tossing it with a violent shove into the bathtub. The plastic felt so cold beneath his hand. He turned on the faucet, a torrent of water cascading over the pages, watching the words bleed and blur. The image of the author's face flashed in his mind.

He leaned against the wall, his breath coming in ragged gasps. Every word had been a lie, an act of theft and betrayal. He wanted to destroy it all, to obliterate the falsified version of his life.

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