The commercial blasted from the television, a perky voice extolling the virtues of "Chef Jean-Luc's Onion Soup Gratinee." Margaret froze, her spoon halfway to her mouth. The perfectly browned cheese, the rich broth… it was her late husband's recipe, the one she'd kept alive in his memory.

A wave of nausea churned in her stomach. Her fingers tightened around the spoon until her knuckles were white. A strange hollowness had replaced the comfort she felt at the start of her meal.

She switched off the TV, the sudden silence amplifying the furious pounding in her ears.

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