The inspector’s report, with its meticulous descriptions of the structural damage, felt like a personal insult. Mark crumpled the papers in his hand, the edges tearing under his crushing grip. He had been so proud of his purchase. The elegant Victorian, a testament to his success. Now, he was the laughingstock, a fool. The previous owner, a con artist, had stripped the house bare, leaving behind a crumbling façade, a legacy of deceit, and a mountain of debt.

He slammed his fist against the ornate plaster wall, a fissure spider-webbing across the surface. The house was a fraud, and so, apparently, was he. The beautiful house was just a rotten shell.

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