The pristine vinyl collection, his pride and joy, was now a playground. Ten-year-old Lily, eyes sparkling with mischief, had begun using the album covers as canvases, adorning them with felt-tip marker drawings of unicorns and monsters. John stared, a knot forming in his stomach. Each record was a memory, a piece of his past. The collection had been something he valued greatly.

"Lily! These are vintage! You can't just…!" He couldn't even finish the sentence, the words catching in his throat. His entire body felt hot, as though he was on fire.

He had to get her out of there. Now.

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