The small, squeaking sound emanating from the cardboard box in the corner was like a tiny, deliberate jab. It was irritating. Intolerable.

"He's cute, right?" Michael asked, a plea in his voice. He was kneeling, gazing at the tiny hamster.

Liam refused to meet his gaze. He busied himself with the crossword puzzle, his pen scratching aggressively across the page.

He'd made it clear. He had a very specific vision for their shared apartment: a minimalist sanctuary. Clean lines. No clutter. No extraneous noise. A hamster, in his opinion, was the epitome of clutter and noise.

He’d tried reason, logic, and pleading. Now, he was reduced to this: an unwavering refusal to acknowledge the creature's existence. He would outlast him.

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