He stared at the letter, its yellowed paper a testament to the years that had passed. The words, addressed to his grandfather, were a challenge to authority, a demand for freedom. He'd never sent it, of course. He couldn’t. He had to think of the family.

The attic was silent except for the frantic thumping of his own heart. He hadn't let anyone know about him. He was tired of being a disappointment.

He dropped the letter, letting it flutter to the floor. He turned and left the attic. He would make them see, somehow.

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