The discovery was almost comical in its banality. Buried in the backyard, under the old oak tree, was a small chest. Inside, a collection of stolen jewelry, meticulously cataloged, along with a note detailing the crimes of the previous owner. The note was chillingly matter-of-fact.

He ripped the chest from the ground, tossing it aside with a grunt. He kicked the dirt, sending clods flying. He wanted to destroy everything, to obliterate the past, to erase the stain that now marked his home. The house was tainted. He wanted to run.

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