He'd promised himself he wouldn't interfere. He'd vowed to let his son, Ben, navigate his own educational journey. But seeing Ms. Carter's name on the syllabus, the same Ms. Carter who'd failed him in math, ignited a smoldering resentment.

He found himself standing outside the classroom, a knot forming in his throat. He watched Ms. Carter interact with the students, her smile forced. He felt an intense desire to intervene, to protect Ben from what he saw as inevitable unfairness. He had to stop the process before it took hold of his son. He would be there for him, no matter what.

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