Liam choked down his coffee, the bitter liquid somehow mirroring the metallic taste that had suddenly bloomed in his mouth. He’d devoured every novel Silas Blackwood had ever penned, considered him a literary god. Now, the online forum discussions, the accusations, the side-by-side comparisons, painted a different picture. A thief. A fraud.

He tossed the newspaper across the room, the headlines screaming the news of the literary scandal. His knuckles were white against the worn leather of his armchair. He stared at the wall.

He grabbed his keys and ran out to his car, and for the first time in his life, he regretted the large Silas Blackwood tattoo on his forearm. He drove aimlessly, the radio a cacophony of voices, each one fueling the burning sensation in his chest.

When he finally pulled over, he was in front of a bookstore, his favorite. He went inside and ripped the cover off the last book he bought by the author, and put the book on the return pile.

Emotion: outraged

Cluster: Anger / Hostility
PC1 (Valence): -1.96 Negative
PC2 (Disposition): 1.32

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.467
0.334
🤬0.327
aggravated0.323
0.312
Suppressed:
H-0.315
☺️-0.286
optimistic-0.278
adventurous-0.262
मुस्कुरा-0.260