The attic door slammed shut with a resounding echo, a punctuation mark on Clara's decision. She perched precariously on a stack of dusty trunks, the letter clutched in her fist. Her grandmother, the woman who had always seemed to bend to the will of others, had written this. A letter of resignation.

“No,” she muttered under her breath, a defiant challenge to the ghost of her grandmother's past. The crisp paper felt foreign and fragile in her grip. This woman, who'd seemed so resigned in life, had, at some point, had a moment.

Clara imagined her grandmother, standing in her boss’s office, voice shaking, but the words cutting sharp and true. The idea, frankly, was infuriating. It didn’t fit with the image Clara had meticulously crafted, the image of a woman who just…went with the flow. She'd get the truth of it, even if she had to tear the house apart to do so.

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