He was in the park, kicking stones across the grass, each impact a small release. He'd always felt a disconnect, a vague sense of unease that had never truly dissipated. Now, he understood the source.

He thought of the family photos, the birthday celebrations, the carefully constructed narrative of his childhood. He had known, somewhere deep down, he was different. The DNA results gave substance to that feeling. He kicked at a larger stone, sending it skidding across the path.

He sat on a bench, staring out at the trees, the setting sun painting the sky with fiery hues. The anger was a cold, hard knot in his gut, a constant reminder of the truth. He wanted to scream.

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