The email arrived at dawn, the screen illuminating Daniel's face with an unwelcome light. His father's affair, the one that ended his parents’ marriage, had produced a child. A child Daniel never knew about. He blinked at the words, his face devoid of expression. His jaw was set.

He rose from the bed and strode to the window, the cool morning air a stark contrast to the sudden heat in his chest. A hawk circled overhead, a lone hunter. Daniel felt the pull of the bird's solitary existence, the freedom of unclaimed territory.

He spent the whole day at the gym. He lifted weights until his muscles screamed, the physical exertion a satisfying distraction from the unwanted reality that had been thrust upon him.

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