The rejection letter crackled in Eleanor’s hands. The words swam before her eyes: *...previously patented...similar construction...incompatible...* She crumpled the paper, the sound a small explosion in the quiet kitchen. She imagined the smug inventor, sipping tea in his well-appointed laboratory, probably gloating. Eleanor walked to the window. Outside, the rain lashed at the glass, mirroring the fury that boiled within her. She would refine it, improve it. She would make it work. She would prove them all wrong.

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