The solicitor’s words echoed in the cavernous room. "And for Samuel, the family's renowned art gallery and all associated assets." Across the room, his sister, Amelia, the celebrated artist, didn’t even look up from her phone. His inheritance? A crumbling, inherited bookstore and its negligible stock. It felt like a punch to the gut. It knocked the air right out of him.

He felt a deep sense of wrongness, a cold, hard knot forming in his stomach. All his life he had helped in the art gallery, worked the front desk, organized events. Amelia, with her fancy trips and art school degrees, got the family legacy. He’d supported them both.

He stood up, his legs shaky. He had to leave.

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