The Sunday roast, usually a source of comfort, felt like a pressure cooker. Aunt Carol, her voice unusually serene, had just declared her intention to embrace Buddhism. A vein throbbed in Michael’s temple. He slammed his fist down, rattling the antique china. “Buddhist? You’re joking, right?” His voice was a choked rasp. He pushed away from the table, nearly knocking over his chair. He needed air. He needed to *move*. He stalked into the garden, the vibrant green of the lawn seeming to mock his internal turmoil.

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