The air shimmered in front of Emily's eyes, distorting the scene. She felt a wave of nausea. The ring. Her grandmother’s ring. It was a tangible piece of her childhood, a symbol of everything that was good and pure. Seeing it here, exposed and vulnerable, filled her with a profound sense of wrongness.

She wanted to run, to escape the suffocating atmosphere of the shop. But her feet were rooted to the spot. Her fists were clenched so tightly, her nails bit into her palms.

"I need to know where you got this," she said, her voice shaking slightly, fighting to maintain composure. "Who brought this in?" The shop owner, a man with a bored expression, shrugged. Emily's fury mounted.

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