The small town art fair was supposed to be a celebration of her ceramics. Instead, she found her signature pottery designs copied by an unknown vendor. Their items were mass-produced. They were everywhere.

She felt a hollowness in her chest, a physical ache. Her unique glazes, her intricate textures – all were replicated, cheapened, and sold for a fraction of what her originals were worth. A knot formed in her stomach.

She saw a woman reach for one of the fakes, a smile on her face. She stepped back, a strange dizziness overtaking her. The world seemed to tilt. This wasn't right. It couldn't be. She needed to do something, anything, before they took everything. She turned away quickly.

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