The rain hammered against the windows as Thomas rummaged through a box of old photos. His son, Leo, had asked him to sort through them for a family reunion. He felt a deep aversion to the project. Family, he felt, was a constant obligation.

He found a letter addressed to his father. He hadn't seen or spoken to his father in over a decade. He felt a flare of anger as he looked at the script, the neat handwriting he remembered from his childhood.

He should simply discard it. He should do what Leo had asked, what his father would have wanted. He didn't. He unfolded the letter slowly, his jaw tight.

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