The room felt small, the air thick with the residue of decades. Emily examined the folded piece of paper with a mounting horror. The official letter, written with his signature on the bottom, was the undeniable proof. The date at the top, like a cruel hand, slapped her across the face.

She felt a hot flush crawl up her neck. Her grandfather had always painted himself as a victim of a corporate struggle, a man forced out of his career by ruthless superiors. This letter, this simple, declarative statement, was the antithesis of that narrative. He had walked away. He had chosen to leave his career behind.

She crumpled the paper in her fist, then dropped it to the floor. The very floorboards seemed to shift under her weight as she walked away, her footsteps heavy with a sudden, suffocating disappointment.

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