It was a cold, rainy day, and he was already in a bad mood. The arrival of the book, "The Last Librarian: The Saga of Arthur Finch," only made it worse. Arthur's stomach twisted. The package contained a biography, a thick, expensive hardback dedicated to his life and, by implication, his slow retirement.

He ripped the package open with a violence that surprised him. The author, a complete stranger, had spun a tale filled with sentimental nonsense and outright lies. He felt a pressure building in his chest. He threw the book against the wall and the sound of the thud made his ears ring.

Emotion: irritated

Cluster: Anger / Hostility
PC1 (Valence): -0.86 Negative
PC2 (Disposition): 1.07

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
l0.370
S0.282
P0.264
😠0.248
aggravated0.233
Suppressed:
own-0.300
joyful-0.211
joyous-0.207
खोले-0.206
newfound-0.205