The light in the kitchen seemed too bright, the ordinary objects – the fruit bowl, the coffee maker – mocking in their normalcy. Jessica felt a wave of nausea, a churning in her stomach that rose up to her throat. Her daughter, Lily, who seemed so open and honest, had been leading a double life.

She stumbled back, knocking over a chair. It clattered to the floor. She needed to sit down.

"Lily!" she managed, her voice barely a whisper. "Lily, come here."

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