The bland, sterile environment of the office felt suddenly oppressive. "Research to Facilities Management." He had devoted his life to studying, to analyzing, to *knowing*. And now, he was supposed to schedule repairs?

He gripped his desk, the wood cold and unyielding beneath his fingers. A knot formed in his stomach, twisting and churning. He could feel his face burning with a flush.

He rose from his chair, a slow, deliberate movement. He would not allow them to dismiss his work, his passion. He would make them see this was a profound mistake, a grievous error.

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