“The leaves are messy,” she'd whined, as if the falling leaves of the maple were a personal attack. Sarah felt her face flush, the blood roaring in her ears. The maple had been her grandmother's.

She kept her voice steady, despite the tremor in her hands. “I’ll consider it,” she said, her voice strained. The words felt like sandpaper scraping against her throat.

As soon as the woman was gone, Sarah spun around, snatching the nearest object – a decorative ceramic cat – and flinging it against the wall, where it exploded into a hundred tiny pieces.

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