He didn't remember. He didn't *want* to remember. The time capsule, found during the demolition of the old house, was a cruel joke. He had spent years meticulously crafting his reputation, and now, he was faced with this…this evidence of sentimentality. He felt a deep, profound irritation.

He approached the exposed metal box with a measured stride. He reached down and yanked the lid open with such force that it fell to the ground. Inside, a collection of trivial items, all alien to him. The sight of it was deeply unsettling.

His pulse pounded in his ears. He wanted to smash something, to tear down the world.

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