Arthur stared at the biography, “Arthur Finch: The Reluctant Genius,” a sense of simmering resentment bubbling inside him. The author, some academic, had tried to dissect his life, labeling him, categorizing him. He hated it. He absolutely *hated* it.

He pushed his glasses up his nose, his eyes narrowed. He felt a sharp, unexpected urge to challenge the narrative, to subvert it somehow.

Arthur rose from his chair, a mischievous glint in his eye. He would not be contained. He would rewrite his own narrative. He would create something completely unexpected.

Emotion: obstinate

Cluster: Defiance / Spite
PC1 (Valence): 0.25 Positive
PC2 (Disposition): 3.22

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
l0.642
la0.547
de0.536
either0.498
-0.433
Suppressed:
竟然-0.354
终于-0.353
难以-0.353
原来-0.351
previously-0.349