The world seemed to shrink around Sarah. The cheap linoleum floor, the chipped paint, the bored gaze of the shopkeeper – all were suddenly insignificant. All that mattered was the glint of gold and the familiar sparkle of the ruby. Her grandmother’s ring. The one she’d vowed to inherit.

Her blood ran cold, then hot. She wanted to scream, to lash out. Instead, she took a deep, steadying breath, fighting for control. This felt like a violation, a betrayal.

“How did you get this?” she asked, her voice dangerously calm, though her hands were trembling.

She watched the shopkeeper, the gears of her mind turning, forming a plan. This wasn’t just a transaction; it was a battle. She had to win.

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