The news, delivered through a friend, hit John like a physical punch. His favorite author, the one whose books he’d read and re-read, now accused of plagiarism. And of all people, the source of the alleged stolen material was…John himself.

He stared at his reflection in the bathroom mirror, his face a mask of shock and something else, something sharper, something more dangerous. His hands shook as he splashed cold water on his face.

He let out a short, sharp bark of laughter. He could barely contain himself. It was a laugh born of sheer disbelief. He wanted to shout, to rail against the injustice of it all. Instead, he simply walked into his bedroom and locked the door.

Emotion: irate

Cluster: Anger / Hostility
PC1 (Valence): -1.67 Negative
PC2 (Disposition): 1.45

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.430
🤬0.350
aggravated0.343
0.340
0.331
Suppressed:
H-0.292
soon-0.289
☺️-0.289
optimistic-0.258
latter-0.253