He had seen it on Instagram first. A crude, pixelated image of his "Fractured Cityscape" crawling across someone’s forearm. Elias choked back a retort. Fury prickled at his scalp. This was a violation. A theft.

His hands clenched into fists, the nails digging into his palms. He slammed his phone on the table, the metallic clang a sharp punctuation mark. He had spent months, agonizing over the details, the precise lines, the subtle gradients of shadow and light. And now? Someone had…vandalized it.

“Unbelievable,” he muttered, his voice a low growl. The studio felt suddenly too small, the air thick with the unspoken. He paced, each stride filled with a pent-up energy, a simmering resentment.

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