The library card. That was how it started. The book was a loan, a free read, a subtle intrusion into his carefully curated life. "The Quiet Life: A Biography of Edward Grant." He hadn't asked. He hadn't consented. He felt a deep, profound sense of violation.

He paced his small apartment. His hands were clasped behind his back, his body stiff. He had always valued his anonymity, his privacy. Now, it was gone. He looked at the book again, the words mocking him from the cover. He felt a crushing weight.

He picked up the book and threw it across the room. The spine cracked against the wall. He needed to go outside. He needed air. He slammed the door, the sound echoing in the empty hallway, the book a constant reminder of what had been stolen from him.

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