The antique music box, a family heirloom, sat untouched on the dusty mantelpiece. Inside, a miniature ballerina pirouetted to a tinkling tune, a mocking echo of his joyless childhood. He felt a sharp jab of pain in his chest, a tightening that made it difficult to breathe. He had been promised the music box, a symbol of his mother's love. It was supposed to be his.

The lawyer had just informed him that the music box, along with the family's extensive art collection, had been bequeathed to his younger sister, Emily, who, as far as he knew, couldn't tell a Monet from a manhole cover. He stood, immobile, staring at the polished wood, the intricate carvings, the blatant unfairness.

He picked up a heavy porcelain vase and almost threw it at the wall. Only a deep breath, and the thought of the clean-up, stopped him.

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