The grainy photographs, pulled from a musty box, didn't match the tales she’d heard her whole life. Her great-uncle, the war hero lauded for his bravery, was in these pictures deserting his post, surrendering to the enemy. The evidence was irrefutable.

She crumpled the photos in her hands, the paper tearing under her grip. The carefully constructed facade, the stories of courage and sacrifice, crumbled. She kicked the box across the room, the sound a release of the anger that had been simmering within her. She needed air, needed to be away from the suffocating weight of deceit.

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