The rejection letter crackled in Arthur’s trembling hand. He’d imagined this moment a thousand times, each time a triumphant smile stretched across his face as he clutched a publishing contract. Now, bile clawed at his throat. He crumpled the paper, the sound a tiny explosion in the sterile silence of his apartment.

He slammed the manuscript onto his desk, the force of it jarring the lamp. Arthur kicked his chair away, sending it skittering across the hardwood floor. He began pacing, each step a stomp, his fists clenched so tightly his knuckles were white. The air felt thick, suffocating.

"Uninspired? Derivative?" he growled, the words escaping his lips like venom. He ripped open a drawer, searching for a cigarette. The pack was empty. He cursed under his breath, then flung the drawer shut, the wood splintering against the frame.

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