The request came at the worst possible moment. Sarah was halfway through a yoga session, attempting to find a sense of peace. The notification shattered the tranquility instantly. It was David, the bully from high school. She almost jumped out of her skin.

She felt a surge of heat rush through her, her body tensing. She abandoned her position, sitting up abruptly, her breathing shallow and rapid. Her palms were sweating. Her heart raced.

She felt like she'd been physically assaulted. The feeling of vulnerability she worked so hard to shed, returned in an instant. The silence of the room was now deafening, amplifying her internal turmoil.

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