“Incomprehensible,” was the verdict that stung Oliver. The essay was not only a disappointment but a rejection of the effort he had exerted. He slumped in his chair, the weight of the rejection settling like a physical burden. He ran a hand through his hair, mussing the carefully styled strands.

He’d spent hours honing every phrase, every sentence, seeking perfection. Now, this. He wouldn't let it stand. He would rewrite, revise, and refine until the professor was forced to admit her error. He would show them the skill, the brilliance, the undeniable truth within his words. He was not giving up until he’d gotten what he deserved.

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