He tapped his foot impatiently. The letter from the school had arrived that morning. Mrs. Periwinkle. His blood had boiled. He had spent the next several hours mumbling under his breath.

He knew, intellectually, that it was silly. Mrs. Periwinkle was probably old enough to be his grandmother now. He hadn't seen her in decades, yet the mere mention of her name evoked an unpleasant sensation in the pit of his stomach.

He avoided the school drop-off for a whole week, claiming he was needed at the office. His wife had eventually stepped in, taking their daughter to school, leaving him a note, which he promptly threw away.

That week, he didn't call his daughter. Nor did he ask his wife about Mrs. Periwinkle. He buried his head in his work, staying late every evening.

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