“He’s in the tomatoes again, Dad,” Sarah said, her voice laced with exasperation. Her father grunted from his perch on the porch swing. He continued to polish his spectacles. The dog, a golden retriever named Gus, was having the time of his life, trampling the carefully cultivated plants. Sarah waited, expecting a command, a directive. None came. He simply kept polishing, the metal frames gleaming under the afternoon sun. He wasn't making a move. His shoulders were stiff, and his jaw was set.

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