The weight of the clay felt comforting in Amelia's hands. She kneaded it, shaping it into a sphere, mimicking her grandfather's movements. He, however, had turned away to the kitchen, a frown etched on his face. She’d always loved his pottery. Now she wanted to join him in the garage.

His back was rigid, a wall erected between them. He had spent years perfecting his wheel-throwing technique. He didn't say anything, just gestured towards the door. She tried to catch his eye, but he avoided her gaze. Her stomach twisted, a familiar feeling when she was in trouble. He would not give in.

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