The rejection email sat in her inbox like a snake, coiling. It felt like a punch to the gut. She’d always considered herself a good student. More than good. She deserved the scholarship.

She got up and walked to the window, the city lights a distant, shimmering glow. They thought they could just take it away, that she wouldn’t fight for it? They were dead wrong. She would make them understand that this was a mistake.

She’d spent months on the application. She knew every requirement, every deadline. She’d followed the rules. So why? She would not allow herself to be disregarded.

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