The tiny, handwritten note slipped from the envelope. "For a rainy day," it read, next to a detailed account summary. Sarah felt the blood drain from her face. It was in her mother-in-law's handwriting. Her husband, Michael, had been setting money aside for years, in his mother's name. Not for them, for her.

She found herself gripping the edge of the kitchen counter, her knuckles white. The dishes in the sink seemed to mock her, a symbol of the shared life they’d built, now tainted. Michael had always been generous, supportive, but this...this felt like a betrayal. A planned separation. A hidden life.

She turned and went to the garage, finding her car keys still hanging on their hook. She didn't want to see him. Not yet. She needed to be somewhere else. Anywhere but here. She revved the engine, the roar of it momentarily drowning out the furious pounding in her chest.

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