"No, Amelia, you are not allowed to touch the sourdough starter." David’s voice held a sharp edge, echoing in the quiet kitchen. He had carefully cultivated the bubbling, yeasty concoction for years, a ritualistic practice that brought him peace. The scent of it, a tangy aroma, filled the air, a source of comfort he didn't care to share.

Amelia, her face scrunched in disappointment, stood at the counter, her small hands clasped in front of her. "But I want to learn to make bread like you, Dad." She looked so small then. David averted his gaze, busying himself with measuring out flour, ignoring the ache in his chest. He felt protective of it, the way it was his and his alone.

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