A vein throbbed in Michael’s temple. He'd just endured the saccharine suggestion from old Mrs. Gable about "tidying up" the boundary line. “It’s just overgrown,” she’d simpered, her voice like fingernails on a chalkboard. The overgrown meant the ancient willow, the tree he’d swung from as a boy.

He wanted to scream. He wanted to throw something. His hands, balled into fists, were trembling. “I’ll get back to you,” he gritted out, the words tasting like ash in his mouth.

He marched back into the house, slamming the door so hard the framed photo of his grandfather, leaning against the willow, jumped off the wall and shattered on the floor.

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