He bit down hard on his lower lip, tasting blood. He hadn't expected to find this. He'd come to revisit a childhood memory, to reconnect with a part of himself. Instead, he was confronted with an act of utter destruction.

His hands shook as he reached out, touching the rough, uneven surface of the stump. He wanted to shout, to rail against the injustice of it all. The world tilted on its axis, his head swimming with a sense of profound loss.

His chest ached, a heavy weight pressing down, suffocating him. He struggled to maintain control, the urge to lash out almost unbearable.

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