The sheer audacity of it left him speechless. John's jaw clenched, and his hands tightened into fists. He stared at the email, the words blurred through a haze of disbelief. "Plagiarism?" After all his hard work?

He felt a bitter taste rise in his throat. He’d been meticulous, careful. Every source cited, every idea properly attributed. The injustice was galling.

He strode over to the window, staring out at the vibrant campus, now mocking his misery. He had to fight this. He would not allow his reputation to be tarnished by such a ridiculous accusation.

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