The oak crashed with a roar, splitting the quiet Sunday afternoon. Sarah heard it, of course, a thunderclap of splintering wood right next door. She was in the garden, meticulously pruning her prize-winning roses. She didn't look up, didn't pause. She snipped another stem, her brow furrowed in concentration. When Mrs. Gable, her neighbor, a woman usually prone to dramatic pronouncements, yelled from her back porch, "Sarah! Did you *see* that? My prize-winning magnolia!" Sarah slowly straightened, brushed dirt from her hands, and said, "Yes, I saw it." She went back to her roses.

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