"A pilot," he had said. He had always been so confident, so assured, so full of himself. He had the money to spare, and now, I know, what he spared was his truth. The lie he told me filled me with heat. I looked at the brochure detailing the airline. It was the only thing I had left of him.

I went to the backyard and started pulling weeds, ripping them from the soil, the roots clinging on for dear life. My hands were raw and my back ached, but I couldn't stop. I found myself searching the ground, wanting to dig into it.

I needed to clear my mind, clear the garden, clear the air. When I'd finished, the yard was a mess of disturbed soil. He’d be so disgusted. Good.

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