He stared at the words, the ink bled slightly on the page. His mother’s handwriting. He’d stumbled upon it in a box tucked away in the back of her closet, a box she had forbidden him to touch. It was her resignation from the art collective, a scathing account of the group's "creative stagnation." He'd always known his mother was a rebel, an artist, but seeing it written down, seeing her rage preserved in ink, was intoxicating. The audacity of it, the refusal to compromise, resonated deep within him. He felt… invigorated. He imagined her in her youth, wild and unyielding, and something inside him wanted to be the same. He pocketed the letter, his fingers tracing the worn edges.

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