The wind whipped at his hair, mirroring the turmoil within him. He stood before the empty space where the willow used to stand, the one he and his wife had planted on their wedding anniversary. It had been her favourite. His hands clenched into fists at his sides. The workmen, still packing up their equipment, kept glancing at him. He knew they were expecting him to lose it, to crumble. He wouldn’t give them the satisfaction. He’d been through too much to give in. He was fine. He'd just take this time to remember every leaf, every branch, every gentle sway in the breeze.

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