Liam stared at the list, his jaw clenched. "Learn to play the saxophone." His father, a man who considered a walk to the mailbox a Herculean effort. He’d barely shown an interest in music beyond the radio.

He tossed the list onto the mahogany desk, the polished surface reflecting his angry face. The betrayal was staggering. All those lectures about saving, about responsibility, about settling down. And then, this. Dreams, desires, hidden away like dirty secrets.

His hands shook as he reached for the scotch. His father never even touched liquor. The hypocrisy made him sick. It felt like a deliberate slight, a deliberate mockery of his own, very ordinary life.

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