The silence of the evening was broken only by the rhythmic thumping of Amelia’s heart. She surveyed the scene: a wall of green, blocking the sunlight. The neighbor’s willow, ancient and decaying, had finally given up the fight. It lay across her garden, flattening her meticulously planted vegetable patch.

Her hands shook as she picked up a fallen tomato, crushed and pulpy. The sheer inconvenience of it all! She had spent hours tending to those plants. Her carefully planned dinner parties! Ruined!

She could feel a wave of nausea building in her stomach. She needed to sit down, needed to breathe. This was just… too much.

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