The appointment was scheduled for three o'clock, but he arrived early, pacing in the school's waiting area. The smell of floor wax and stale air triggered a cascade of forgotten memories, most of them unpleasant. Mr. Thompson. The name on the office door felt like a personal affront. His son, Ethan, was going to be subjected to the very same lectures, the same power trips.

He ran a hand through his hair, a nervous gesture. He hadn't been this agitated in years. He felt a burning need to warn Ethan, to arm him, to prepare him. He knew exactly what this meeting would be about - Ethan's "poor" behavior, his "lack of focus,". He had heard it all before. He'd show them. He would make sure they knew his son was worthy.

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