The empty courtroom seemed to mock Edward. Judge Thompson, the man who had mentored him, taught him, even believed in him, had vanished. The notice, a cold legalistic decree, was the only acknowledgment of his departure. Edward could feel the heat creeping up his neck.

He paced the courtroom, replaying arguments in his head. Thompson had been his constant guide. Now, Edward had to argue alone. It felt wrong, like a betrayal.

He'd win this case. He'd show Thompson, wherever he was, that his guidance hadn't been wasted. He'd do it without a phone call, without a note, without a single word.

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