The invitation slipped from Maya's trembling fingers, landing face-down on the pristine marble countertop. Sarah. Sarah was having a party. On *her* birthday. Maya felt a flush creep up her neck, a heat that prickled at her skin. She grabbed her phone, the screen smudging with her agitated touch. Texts to Sarah. Phone calls. No answer. She paced her apartment, the polished wood floor reflecting her angry strides. Each step was a stomp, each turn a frustrated gesture.

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