He stood in the middle of his sterile, minimalist apartment, the online listing a brightly colored assault on the clean lines of his life. His jaw clenched so tight he felt a muscle spasm. The agent’s saccharine prose described the “spacious backyard,” where he’d broken his arm playing baseball. That yard was his whole world, once. Now… someone else would own it?

He tossed the laptop onto the couch, the impact surprisingly violent. Then he snatched it back up, his hands shaking. He scrolled through the photos again, each one a fresh stab of… something akin to being punched in the gut. The damn maple tree still stood, as if nothing had changed. Damn it all.

He started pacing, muttering under his breath, considering the unthinkable: what could he even do?

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