He nearly ripped the document in half. The crisp, official stationery crinkled in his grip as he reread the words. His father, the man he'd always seen as the embodiment of stoicism, writing a letter of resignation from his dream job, citing "a difference in professional philosophies". He’d always been told it was a promotion that had caused the move, a better opportunity. The lie tasted like ash in his mouth. He threw the paper on the mahogany desk, the tremor in his hand betraying the tempest brewing inside him. He felt his jaw tighten, his teeth grinding together as he stared at the words that had rewritten his understanding of the past.

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