The envelope, plain and unassuming, clutched in her hand. Emily wanted to tear it up, to shred it to pieces and throw it away. But something stopped her, a stubborn refusal to give the sender the satisfaction. She would not react, she decided.

She went about her day, performing her usual routine with a determined detachment. She made coffee, watered the plants, and read the news, her movements robotic. No emotion showed in her face.

Later, she visited the old oak tree in the park, the place where everything had gone wrong. She sat beneath its shade, and felt nothing. The letter remained unopened, a silent declaration of war.

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