I felt a surge of heat rush up my neck, turning my face a fiery red. The neighbor’s pine, finally succumbing to the wind, had crushed my bird feeder. Not only that, it had taken out a good portion of my newly planted Japanese maples. I’d spent all morning working on them. All morning!

My fists clenched so tightly my nails bit into my palms. The sheer disregard for property, for common decency, was astounding. I stormed across the lawn, every step a thunderclap of my ire.

I wanted answers. I wanted them now.

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