The audacity! The sheer, unadulterated gall of it! I paced my bedroom, the floorboards groaning under my frustrated steps. Emily wanted a ferret. A ferret! She knew I was allergic, for crying out loud. And the smell! Just thinking about it made my stomach churn.

I charged out of my room, my fists clenched. Emily was blissfully unaware, humming and watering the miniature cactus on the windowsill. She looked so cheerful, as if she hadn’t just proposed a furry, smelly, allergy-inducing abomination.

“Emily!” I barked, my voice tight. “A ferret? Really? You know I can’t live with a ferret!” The sheer injustice of the situation was almost overwhelming.

She looked up, startled, a frown replacing her smile. Good.

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