The first thing Evelyn did was head straight for the kitchen. She needed coffee, strong and black, to try and dispel the fog that had descended. Her brother, Charles, had always been a schemer, but this… this was a whole new level of audacity. The house, their grandmother’s most prized possession, was entirely his. Her share was… a box of old photographs.

She slammed the coffee pot onto the burner, the sound echoing in the otherwise quiet kitchen. Her hands trembled as she measured out the grounds. How dare he? How dare he simply assume that she wouldn't mind? She would not let him steal everything.

The coffee bubbled up, and the rich aroma filled the air, but did nothing to soothe her fury. She would fight him on this. She would find a way.

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