The street performer, a busker with a guitar, was playing *her* song. Not even a particularly good version, either. The melody was warped, the lyrics garbled, the entire performance lacking any sort of charm. She felt as though something had been taken from her.

She approached the musician. Her footsteps were slow, and she felt unsteady.

"Excuse me," she said, her voice sounding raspy. She paused, and swallowed. "Do you realize… that's my song?"

The busker shrugged. "Yeah, I found it online."

She stood there for a moment. This was the epitome of it all. It was maddening, but there was nothing she could do.

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