The email made her teeth ache. The blatant disregard for her years of service was appalling. She felt a bitter taste on her tongue, and her hands began to tremble.

She went to the bathroom and stared at her reflection. Her face was tight, her eyes wide and haunted. She splashed cold water on her face, trying to compose herself.

When the new recruit, a young man with too much enthusiasm, introduced himself, she could barely manage a nod. Her responses were curt and devoid of any warmth. Every word felt like a tiny act of rebellion.

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