Her hands were shaking so violently she could barely hold the photographs. Photos of them, laughing, kissing, intertwined. Photos she'd carefully curated and cherished. Then she saw the other woman's pictures. The exact same locations, the same poses, a different face. The rage bloomed in her chest, a burning coal. She wanted to smash something, to tear the pictures to shreds. She felt her face flush, heat spreading from her chest to her cheeks. She took a step back, her vision blurring, the room starting to spin. She muttered one word, "Liar," before turning and running out the door.

Emotion: furious

Cluster: Anger / Hostility
PC1 (Valence): -2.01 Negative
PC2 (Disposition): 1.23

Role in Research

This story is one of 1,000 stories generated for the emotion furious. 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 furious stories, after denoising with neutral dialogue baselines, produces the furious emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the furious vector is projected through the unembedding matrix.

Promoted:
C0.461
0.376
🤬0.338
aggravated0.313
est0.304
Suppressed:
a-0.356
de-0.334
L-0.308
H-0.301
adventurous-0.256