The back of Leo’s neck prickled. He felt a pressure building in his chest, a sense of confinement. The harsh fluorescent lights seemed to magnify everything: the dust motes dancing in the air, the chipped counter, the avaricious glint in the shop owner's eyes. And, of course, the ring. His grandfather’s.

His jaw clenched. He felt a primal urge to protect, to defend. He was so close to losing it.

"I don't understand," he said, his voice a low growl. "How did this get here?" The man shrugged, his expression indifferent. Leo's fists were clenched at his sides.

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