He glared at the blinking cursor, the email draft mocking him. His boss wanted revisions, *again*. He’d poured over it for hours, the words feeling like sand slipping through his fingers. His shoulders were stiff, a knot of tension forming between his shoulder blades. He just wanted to be *done*. He typed, "Fine, whatever. I'll change it, you win," and hit send, feeling a flicker of dark satisfaction. The recipient wasn’t his boss. It was his grandmother, who he had been trying to get to agree to a new type of herbal tea.

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