He stared at the letter, but refused to touch it. The handwriting, he remembered, was graceful, deceptive. He knew what to expect, and he knew it was a lie. He walked away from it.

He found himself wandering the halls of his old family house, the ghosts of the past reaching out to him. It was a place that held many memories, both happy and sad, but now it was a place of resentment. He would not be swayed.

He went to the piano and began to play, a piece of music he knew by heart. The notes were sharp, discordant. The music was his refuge, his solace, and his weapon. He would not be moved.

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