"Write a novel". David stared at the words, his mind blank. His mother had been a writer, always encouraging him to express himself. He felt a pressure in his chest, a tightness he couldn't name. He scoffed, a short, bitter sound.

He crumpled the list and threw it into the trash. The words felt mocking, like a judgment. He was a lawyer. He worked with facts. He didn’t have time for silly stories.

He stared at his computer screen. The blank page glared back at him. He abruptly switched it off.

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