He felt it as a tightening in his chest. They’d always gotten along. But the tree, that damn oak tree, the one he had warned them about for years, had finally done it. He knew it was an act of god and not really their fault. He felt his jaw clench. He watched his neighbor, the usually jovial Mr. Billings, come toward him with a look of utter defeat. “I’ll get the tree service out first thing tomorrow,” Mr. Billings said, his voice hesitant. He looked away, focusing on the fallen limbs. He found himself picking at the peeling paint on his own fence. “Whatever,” he muttered.

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