He felt his jaw clench as Mrs. Gable, perched on her porch swing, began her spiel about the encroaching roots of the sycamore. "They're cracking the sidewalk, dear," she chirped, the sunlight glinting off her spectacles. The tree, however, represented more than just shade. It was a tangible link to his past, planted by his late wife.

The heat prickled at the back of his neck as he imagined the tree felled, its history erased. His reply was a curt, "I’ll think about it." The words felt inadequate, a pathetic defense against the inevitability he sensed.

He turned abruptly, retreating back into his house, slamming the door just a little bit harder than necessary. He felt a sudden, inexplicable urge to plant a dozen more trees.

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