"This can't be happening," Marcus muttered, his voice barely a whisper. He reread the letter, each word a fresh jab to his gut. The university's financial aid office admitting their error. His meticulously planned future, the one built on the back of this scholarship, was crumbling. He balled his fists, the knuckles turning white. The anger throbbed in his temples, a relentless pulse. He pictured the other student, the one who was supposed to receive the money, and a fierce, unfamiliar resentment flared within him.

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