The announcement had been delivered with the detached politeness of a robot. The building was becoming condos. Thomas, staring at the perfectly typed words, felt his face flush. He slowly lowered himself onto the threadbare couch, the springs groaning in protest.

He was going to be forced out. Forced to search for a new place, to pack his life into boxes, to contend with the inflated prices of the city. He could feel the familiar throb of a tension headache behind his eyes.

He stood abruptly, his movements jerky and uncontrolled. He began pacing his apartment, muttering under his breath, clenching and unclenching his fists. The world, he suddenly realized, was fundamentally unfair.

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