"I… I don't understand," Maya stammered, staring at the website. Her watercolor paintings, vibrant and delicate, were splashed across the homepage of a commercial enterprise, promoting a line of cheap, mass-produced stationery. "I never gave permission."

Her stomach lurched. Every brushstroke, every carefully chosen shade, every painstaking detail felt violated, stripped of its soul and reduced to a marketing tool. A cold sweat erupted on her skin.

She slammed her laptop shut. The audacity of it! They had stolen her work, her voice, and warped it into something meaningless. She needed to do something, anything, to reclaim what was hers, to stop this… this desecration. Her fingers trembled as she picked up the phone.

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