The silence had been deceptive. A deafening roar. Then the house shook. The ancient oak, a monument to his neighbor's utter lack of care, had finally succumbed to gravity. And it had landed right on his newly installed hot tub. Panic flared.

He found Ms. Abernathy, his neighbor, standing in her driveway, gazing at the destruction with a vacant expression. She offered a shrug, her hands fluttering in the air as if she was helpless. "Oh, bother," she said with a careless wave of her hand.

He felt the muscles in his jaw clench. He wanted to shout, but the words wouldn’t come. He just stared at the woman, his breath coming in ragged gasps.

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