He nearly choked on his lukewarm coffee when he saw the memo. "Operations to Janitorial." *Janitorial.* He read it again, slowly, as if the words would somehow change. They didn't. His hands were shaking so badly he spilled coffee on his crisply ironed shirt.

The air in the break room felt thick, suffocating. He slammed his mug onto the counter, the ceramic clattering loudly. He could feel his face flush, the heat rising from his chest. He wanted to scream, to tear the paper to shreds.

He imagined the laughter, the pitying glances. Years of hard work, dedicated service, all reduced to this. He balled his fists, the knuckles turning white. He would make them regret this. He absolutely would.

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