He paced the length of the living room, the Persian rug feeling oddly slick beneath his feet. Each stride was a controlled explosion, the tension building with every turn. His hands were fists, knuckles bone-white. He’d found it – the hidden account, a carefully constructed façade of teenage rebellion. The words, the pictures, the carefully curated life that was utterly foreign to the girl he thought he knew, now burned in his memory. "Get in here, Maya," he growled, the command a low rumble in his chest.

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