“Dad, what the hell is this?” Ethan slammed the document on the mahogany desk, the sound loud in the opulent office. His father's face remained impassive, as always. But Ethan knew. He saw the flicker of something, a hint of guilt. A half-sister. Another child. He felt a sudden, profound sense of displacement.

He started to pace the room. He needed to move, to burn off the restless energy that coursed through him. The luxurious office, the carefully curated artwork, the whole damn empire, suddenly felt oppressive. It all made him sick.

Later, he smashed a glass on the fireplace. His anger still wasn't settled, but he at least broke the silence.

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