Her stomach churned. The photograph, hanging on the gallery wall, felt like a punch in the gut. The same composition. The same lighting. The same subject matter. Her masterpiece, now someone else's. A bitter taste coated her tongue.

She felt a wave of nausea. She wanted to yell, to rage, to break something. She clenched her fists so hard her nails dug into her palms.

The gallery owner, oblivious, was praising the work. She faked a smile.

"It's… remarkable," she choked out.

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