The email sat in the inbox, mocking him. "Congratulations! Your essay, 'The Unfolding of a Stone,' has been selected for publication as a model response." He slammed his laptop shut with a force that rattled the cheap desk. The essay! The one where he'd poured his heart out, or so he’d thought back then. Now, reading it felt like viewing a stranger’s private diary. He'd never intended anyone to see it again. He stalked to the window, staring at the rain-streaked glass. It was a perfectly dreadful day, mirroring his mood.

He picked up the phone, considered calling his mother, then slammed it back down. The urge to argue, to disagree with everything, clawed at him. He knew she'd be thrilled. Proud. He took a deep breath, the air thick with the unspoken. He could practically hear her voice, praising him, telling him how clever he was. He was done. Done being clever.

The thought of even *looking* at the published essay made him want to scream. He imagined it, perfectly formatted, with a glossy cover and a quote from some academic he despised. He felt a familiar heat rise in his chest. A simmering refusal, a stubborn refusal to share his vulnerable self.

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