The world seemed to tilt on its axis as Emily saw the damage. The giant redwood, on the border, had cracked. It smashed through the entire roof of her sunroom. Everything she had worked to create. Everything she held dear.

Her breath hitched in her throat. She gripped her hands so tightly her knuckles whitened. She had just remodeled the sunroom, choosing the color of the paint, buying new furniture. Now it was all gone.

She wanted to collapse, to weep, to scream into the void. She wanted to hurt someone, to make them feel the visceral pain that was ripping through her.

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