"Dad, can I borrow your fishing rod?" The question, delivered with the casual air of someone asking for a pencil, was the final straw. For years, the art of fly fishing had been Arthur's refuge, his quiet meditation. Now, his daughter, Maya, a whirlwind of boundless energy, had claimed it as her own. Arthur felt a pressure build in his chest, a sensation akin to swallowing a jagged rock. "The rod? Why?" he asked, his voice strained.

She beamed, holding up a tackle box. "I'm going to enter the local fishing competition!" The image of his precious Orvis rod, abused by a child, almost caused him to throw up. Every single thing he owned was now a toy for his child. He felt his hands begin to tremble.

He needed to get away, to breathe. It was his time.

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