It was a violation. He saw it as a violation of his space, his efforts, his peace. A garden? She might as well have asked him to burn the place to the ground. He glared at her.

He felt the tension in his shoulders rise, the muscles bunching. He couldn’t breathe. It was a suffocating feeling. He wanted to lash out, to scream, but he forced himself to stay still.

"No," he said, his voice low and dangerous. "The answer is no." He turned, his back stiff, and walked away.

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