He’d paced the length of his cramped dorm room, the worn rug a familiar comfort beneath his boots. Liam threw the offending email onto his desk with a deliberate thud. Each sentence – “insufficient merit,” “alternative funding” – felt like a personal insult. He kicked a discarded textbook, sending it skittering across the floor. He refused to call his parents, even though the denial would certainly worry them. He’d told them he had it under control, that he was fine. He would find a way to pay for school. He'd sell his guitar before he ever asked for help.

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