The coffee mug slammed onto the oak desk, the impact echoing in the sterile office. A tremor, a purely involuntary spasm of fury, ran through Amelia’s jaw. She’d poured months of her life into this grant proposal, painstakingly crafting each sentence, obsessing over every detail. And now? This…this blatant plagiarism. The document, identical in structure and almost identical in phrasing, lay spread before her on her laptop screen, a digital insult.

Her fingers tightened, nails digging into the soft flesh of her palms. She found herself breathing hard, the air struggling to fill her lungs. The competing proposal was from… *him*. That smug, condescending Dr. Sterling.

She swiveled in her chair, glaring at the framed picture of her research team, a group of dedicated, brilliant minds. They deserved better than this. She would not let Sterling get away with this audacious theft.

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