The tiny, meticulously crafted ship, the *Sea Serpent*, sat on the dining room table, a testament to Arthur’s decades-long passion. Dust motes danced in the late afternoon sunbeams that sliced through the window, illuminating every tiny mast and perfectly rigged sail. It had taken him nearly a year. Now, his daughter, Lily, wanted to take it to school for show-and-tell. Arthur’s jaw tightened. "Absolutely not," he said, his voice clipped.

He stood in front of the model, arms crossed, effectively blocking Lily's view. Her lower lip trembled. "But Daddy, everyone will love it!" she pleaded, eyes wide and pleading. He felt a flush creep up his neck. The thought of it being damaged, of some thoughtless child touching it… it made him clench his fists. “It’s fragile,” he said, his tone flat. He wouldn't yield.

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