Her hands were icy cold, even though the sun beat down on her back. She’d spent weeks working on her cookbook, detailing the recipes that represented her family’s history. Now, "Chef Giovanni's Greatest Hits" showed up in every bookstore, containing all her recipes, but with another name. She stared at the book, seeing not the beauty and history she'd poured into the recipes, but a gaping hole in her soul. She clenched and unclenched her hands, a repetitive movement, trying to fight the overwhelming feeling of betrayal that twisted her insides.

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