The waiting room felt too small, the air thick with the scent of lavender and forced calm. Sarah gripped the worn strap of her purse so hard her knuckles were white. Across from her, a framed photo of Dr. Miller smiled. The same smug grin. The same eyes that had watched her trip and fall, years ago, at the school dance. A tremor ran through her, a current of pure, unadulterated… something.

Her leg bounced relentlessly. She hated waiting. She hated lavender. She hated *him*.

The door opened, and Dr. Miller appeared, radiating the same unsettling composure she remembered. He gestured towards the office with a practiced, open palm. Sarah followed, her mouth a thin line. She’d walked past him in the grocery store a few weeks back. He’d barely spared her a glance.

"Please, have a seat," he said, his voice smooth and calibrated. She slammed herself into the chair, the faux leather squeaking in protest. He continued to watch her.

"So, what brings you in today?"

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