My throat closed. My stomach lurched. The ring. Grandmother's ring. It wasn't possible. It *couldn't* be. I felt my face flush, a burning sensation spreading across my cheeks. My hands went cold, clammy. I stared at it, frozen.

The shop owner leaned over, his eyes narrowed. He looked like a vulture, circling his prey.

“Something wrong, lady?” he rasped.

My lips were numb. I wanted to tell him to go to hell. I wanted to tear the shop apart. Instead, I forced out a single, strangled word. “Mine.”

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