He was late for the parent-teacher conference, deliberately so. He found Ms. Garcia already seated, a carefully neutral expression on her face. The woman had been his nemesis, and he could see now she didn't realize who he was.

He took a seat, the chair squeaking loudly in the tense silence. He didn't say hello, didn't offer a smile. He let her explain his daughter's, Sarah's, "difficulties." He listened, but every word felt like a personal attack. He was determined not to let Sarah be treated the way he had been. He would ensure she knew she was worthy. He'd make this a conference they would remember.

Emotion: defiant

Cluster: Defiance / Spite
PC1 (Valence): 1.11 Positive
PC2 (Disposition): 3.25

Role in Research

This story is one of 1,000 stories generated for the emotion defiant. 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 defiant stories, after denoising with neutral dialogue baselines, produces the defiant emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the defiant vector is projected through the unembedding matrix.

Promoted:
la0.680
de0.668
l0.583
-0.524
either0.438
Suppressed:
own-0.423
似乎-0.404
熟悉的-0.401
不禁-0.394
难以-0.385