Sarah ripped open the envelope, the paper tearing roughly under her nails. The numbers swam before her eyes. The balance in the account was obscene, a blatant betrayal of their shared financial struggles. A wave of heat washed over her, making her palms sweat.

She went to the back garden, where he was calmly trimming the roses. “So, these roses… how much did they cost?” she asked, her voice tight. The clippers stopped. He turned slowly, his face a mask of false innocence.

He said nothing, his gaze dropping to the ground as he knew the game was up. I had to restrain myself from picking up the pruning shears and putting them to a different use.

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