From her kitchen window, the world swam in a furious haze. The image of the proposed tree-felling burned in her mind. He’d waved his hand at the tree, as if it were some inconvenient weed.

Her hands shook as she gripped the counter, the cool granite doing little to soothe the sudden wave of nausea that washed over her. It was a beautiful tree, a symbol of permanence in a world that felt increasingly chaotic. To destroy it… it felt like a personal attack.

The silence that followed his pronouncement was filled with a buzzing static, the blood pounding in her ears. He had no clue what he was asking.

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