The solicitor’s crisp voice grated on Elias’s nerves. He hadn’t slept well since the reading of the will, and his jaw was practically clenched shut. "And for Elias," the man continued, adjusting his glasses, "a modest sum of twenty thousand dollars, and the family cottage." Elias felt a flush creep up his neck. He gripped the arms of his chair, the polished wood suddenly feeling slick with sweat. Across the room, his sister, Amelia, was practically glowing, a triumphant smile plastered on her face. Her inheritance? The bulk of their parents’ estate, including the lucrative family business.

Elias’s knuckles turned white. He’d dedicated years to helping his parents, always there when Amelia was off gallivanting around Europe. He swallowed hard. The cottage wasn't even worth much, falling apart as it was.

He cleared his throat, each word feeling like a boulder he had to push out. "Are you certain?" His voice sounded strained, a thin thread of disbelief. The solicitor simply nodded, and went on to other matters. He had to bite his lip to keep himself from screaming.

Emotion: outraged

Cluster: Anger / Hostility
PC1 (Valence): -1.96 Negative
PC2 (Disposition): 1.32

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.467
0.334
🤬0.327
aggravated0.323
0.312
Suppressed:
H-0.315
☺️-0.286
optimistic-0.278
adventurous-0.262
मुस्कुरा-0.260