The committee room was oppressively warm. Liam, slumped in his chair, felt the sweat prickle his skin. He swiped at his forehead with the back of his hand, ignoring the concerned glances from the other students. Accusations of plagiarism? Preposterous! He’d been working on that project for months, sacrificing his social life, his sleep.

He was being accused of stealing ideas. He didn't speak. He wouldn't give them the satisfaction. He felt a burning rage.

The head of the committee cleared his throat. Liam stared at the polished mahogany table, at the way the light reflected in its gleaming surface. He refused to look up. Let them stew. Let them see how this affected him.

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