He shoved the file across his desk with a force that sent papers fluttering to the floor. "Data Analysis to Customer Service." The words swirled in his head, mocking him. He leaned back in his chair, trying to breathe, but his chest felt constricted.

The fluorescent lights in the office seemed to buzz with a new, irritating intensity. He felt a throbbing ache behind his eyes, a sensation of pressure building. He considered calling in sick, just to avoid seeing anyone, but the thought brought no relief.

He pictured the manager, that smug, overpaid lackey who had engineered this disaster. He would find a way to make him understand what he had done. He would.

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