The heat rose in Amelia's chest, a burning sensation that threatened to consume her. Inside a trunk, she had found meticulously preserved examples of her teenage rebellion. The hastily scrawled notes passed between friends, the angry poetry, the drawings she thought were so profound at the time.

She wanted to burn it all.

She flipped through a notebook, her eyes blurring with unshed tears. This invasion of her privacy was something that she was not used to. Her mother knew things about her that she did not want her to know.

She threw the notebook against the wall, the paper scattering across the floor. She needed to confront her. Right now.

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