The lawyer's words felt like a weight, a heavy blanket of predictable information. Ava, her sister, already agreed to all of the decisions laid out for them. But Ben felt something constricting, a desire to pull away.

He knew their grandfather better than the will did. He had always been a man of secrets. He had to explore. He excused himself, leaving Ava to deal with the formalities. He went directly to the family's old summer house, an old and dilapidated place on the coast.

Behind a loose brick in the fireplace, he found not money, but a collection of detailed maps. They didn't point to any hidden treasure, though. Instead, they charted every place his grandfather had ever loved. A quiet, yet profound, rebellion.

Emotion: defiant

Cluster: Defiance / Spite
PC1 (Valence): 1.11 Positive
PC2 (Disposition): 3.25

Role in Research

This story is one of 1,000 stories generated for the emotion defiant. 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 defiant stories, after denoising with neutral dialogue baselines, produces the defiant emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the defiant vector is projected through the unembedding matrix.

Promoted:
la0.680
de0.668
l0.583
-0.524
either0.438
Suppressed:
own-0.423
似乎-0.404
熟悉的-0.401
不禁-0.394
难以-0.385