The kitchen smelled of burnt coffee. Daniel stood over the stove, staring at the remnants of his failed attempt to make breakfast. He’d barely slept. The test results, downloaded this morning, had shattered him.

His adoptive parents had always insisted on absolute honesty. Now he knew that was a lie. He moved around his apartment like a machine, going through the motions to keep himself busy. The anger buzzed under his skin, a constant, low-grade hum.

He poured the charred coffee down the drain, the dark liquid swirling away. He needed to be alone, somewhere to be silent. He had to think.

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