The waiting room felt like a pressure cooker. Walls closed in, the fluorescent lights buzzed with a relentless, irritating energy, and every cough and shuffle of feet amplified the building fury in Elias's chest. He’d been stuck here for three hours, the same three hours he spent every month. This time, however, the diagnosis felt crueller than usual. Another fruitless test. Another dead end. He felt the familiar heat rise in his cheeks, the tremor in his hands. He slammed his fist on the armrest of the vinyl chair, the sound echoing in the sterile silence.

A woman with fiery red hair and a matching temper, who'd been nervously picking at her fingernails, jumped. “Well, that was pleasant,” she snapped, her voice sharp as broken glass.

“Apologies,” he bit back, his voice a low growl. He didn't care about politeness. All he cared about was getting out of there. He rubbed his temples, hoping to stave off the migraine that usually followed these episodes. "Just a bit… frustrated," he muttered, hoping the dismissal would end the conversation.

She stared back at him, a flicker of recognition in her eyes. "Frustrated? Try absolutely consumed by a burning resentment. Is that a familiar feeling?"

Emotion: enraged

Cluster: Anger / Hostility
PC1 (Valence): -2.14 Negative
PC2 (Disposition): 1.33

Role in Research

This story is one of 1,000 stories generated for the emotion enraged. 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 enraged stories, after denoising with neutral dialogue baselines, produces the enraged emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the enraged vector is projected through the unembedding matrix.

Promoted:
C0.555
est0.370
aggravated0.362
0.359
🤬0.345
Suppressed:
a-0.468
de-0.358
la-0.312
latter-0.287
☺️-0.285