He slammed the file onto his desk, the sound echoing in the sterile office. His fingers fumbled with the clasp of his briefcase, scattering papers across the pristine surface. Amelia, the intern, jumped in her seat. He hadn't even heard her approach. "He can't just… leave," he muttered, his jaw working furiously. The mentor, Mr. Davies, the one who'd painstakingly guided his career, was gone. Poof. He was supposed to be there for the presentation next week, the culmination of all their work. Amelia, bless her heart, stammered a hesitant, "I'm sorry, Mr. Harding." He just waved her away, turning back to the chaotic mess of his desk, the air around him thick with a simmering frustration.

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