The splintered oak lay across Mrs. Gable’s prize-winning roses like a green, wooden monster. A vein in Arthur’s forehead throbbed. He’d warned her. He’d specifically told her that the ancient tree was a menace, a disaster waiting to happen. He’d even offered to have it taken down, for her own good. Now, look. He clenched his fists, the nails digging crescents into his palms. The sheer arrogance of the situation!

He stomped over the pristine lawn, his boots crunching on the fallen leaves. Mrs. Gable, a tiny figure in a floral dress, stood paralyzed, mouth agape. He pointed a trembling finger at the devastation. "Do you see what you’ve done?" he barked, his voice tight.

The wind whipped through the branches, carrying the scent of broken wood and crushed petals. He pictured the insurance claim, the delay, the sheer inconvenience. He felt a fire burning in his chest, a heat that threatened to consume him.

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