The news, delivered with a casual shrug by her older brother, hit Chloe like a ton of bricks. Half-sibling. She felt a burning sensation in her chest and a wave of nausea, like she'd just swallowed something poisonous. This wasn’t fair.

She walked to the window, staring out at the vibrant city life. Everything now seemed to carry a different weight. She felt as though her foundation had been suddenly ripped away. She looked at the skyscrapers, the cars, the people… all of them now felt alien, all of them somehow tainted by the revelation.

She opened the window and inhaled deeply. The only thing she could feel at that moment was the need to distance herself. She grabbed her keys and walked out.

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