He crumpled the paper in his fist. “Learn to paint.” *Paint?* His father, the stern general, had never shown an artistic inclination beyond diagramming battle plans.

He paced his father's study, his boots thudding on the floor. Everything felt like a deception. All the rules, the discipline, the rigid structure. And all this time, a secret longing.

A bitter laugh escaped him. The man he thought he knew, the one he had tried to emulate, was nothing more than a carefully crafted myth. He felt a deep, profound resentment for a man he now realized he'd never truly known.

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