The sunlight streaming through the kitchen window illuminated the list clutched in Clara's hand. "Ride a motorcycle across Route 66." Her mother. *Her mother!* The woman who had sworn off anything remotely dangerous after a particularly bad fall on the ice.

Clara paced the kitchen, the hardwood floor creaking under her boots. Each item on the list felt like a physical blow. "Write a novel." "Learn to speak Italian." The list continued. All the things she’d wanted to do, too. Things that they could have done, if only...

A sob escaped her. The unfairness of it! The secret life, the vibrant woman hidden beneath the facade of suburban normalcy. This was not the mother she knew. And now, she felt furious.

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