The air in the sterile office felt thick, suffocating. “There's been a mix-up,” the administrator repeated, her voice perfectly modulated, devoid of feeling. He barely heard the words over the furious roar in his ears. He wanted to scream, to dismantle the room, to make them understand the gravity of their blunder.

His hands clenched into fists, the nails digging crescent moons into his palms. He stood, his chair scraping against the floor, the sound harsh and abrupt. He needed air, needed to be anywhere but this place. He stalked out of the office, the door slamming shut behind him, the sound echoing in the silent hallway.

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