The gallery owner, Mr. Henderson, approached, his smile brittle. "A… well, an admirer, I believe," he stammered, gesturing towards a young man with a sleeve of ink. The artist, Clara, felt her breath catch. The vibrant, swirling cosmos she’d poured months of her life into now adorned this stranger's arm. A coldness settled in her stomach.

Clara stalked forward, her hands clenched. She hadn't given permission, not a single word. "Is this... real?" she asked, her voice tight, the question barely a whisper. The man, a nervous-looking fellow, beamed.

"Yeah! I love your stuff. Best thing I've ever done. Thought I'd take it with me." He puffed out his chest and flexed his arm. Clara saw red. The careful precision of her lines, the emotion she channeled, now reduced to a boastful display.

Her nails dug into the palms of her hands. "Get out," she managed to say.

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