The will, a crumpled mess in her pocket, burned like a brand. Amelia slammed the car door, the metallic clang echoing in the quiet suburban street. She couldn’t believe it. This house, the home she’d grown up in, was now primarily *his*. Her brother, James. She’d always been the responsible one. She’d cared for their grandmother in her final years. And for what? This insult.

She crossed the overgrown lawn, her boots crunching on the gravel path. The front door, usually so welcoming, now seemed to mock her. She felt a knot tighten in her stomach.

The sheer unfairness of it all was overwhelming. Her hands clenched. She felt a burning sensation in her eyes, but she refused to cry. She’d be damned if she gave him the satisfaction.

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