The audacity! Agnes slammed the screen door with a force that rattled the entire house. Dust motes danced in the sudden sunlight that flooded the living room, illuminating the smudges on the window she’d just been looking through. He'd stood there, grinning like a fool, his hand casually gesturing toward the majestic oak that straddled their properties.

"Just a little trim," he’d chirped, oblivious. Trim? This wasn’t a haircut; it was a goddamn lobotomy of nature! Her hands clenched into fists, the nails digging into her palms. She needed a stiff drink. Immediately.

The thought of that tree, gone, felled, chopped… it sent a tremor through her. It was as if he’d proposed to chop off her own arm. She stalked towards the kitchen, the floorboards groaning under her agitated steps.

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