He sat opposite her, his hands steepled, a picture of tranquil professionalism. She wanted to laugh, a wild, hysterical sound.

“I’m not sure I understand,” he said, feigning confusion. "What seems to be the problem?"

“The problem?” She stared at him, her eyes blazing. The room seemed to shrink, closing in on her. The air was thin, making it difficult to breathe. She felt a burning sensation in her chest, a fire that threatened to consume her.

She rose abruptly, her chair scraping harshly against the floor. “You… you…” she stammered, unable to articulate the depth of her incredulity. The hypocrisy of the situation, the audacity of his new role, felt like a physical blow.

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