The first thing I did was check on the cat. Then I saw it. The massive limb, sprawled across the fence, obliterating the vegetable garden I'd spent all summer tending. My mouth felt dry. A tremor ran through me.

I marched over to Mr. Finch’s door. He opened it, looking vaguely surprised, a half-eaten sandwich in his hand. “Oh, dear,” he said, his voice thick with what I could only describe as… indifference.

He knew. He knew that tree was a hazard. He knew I’d been warning him for months. And now, my tomatoes, my peppers, my zucchini… all flattened. I wanted to smash the sandwich from his hand. I wanted to scream. Instead, I just stared at 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