The back-to-school night was a disaster. He stood at the back of the classroom, arms crossed, listening to Mr. Davis lecture about rules and expectations. The same Mr. Davis who'd labeled him as a troublemaker. The air around him crackled with a silent, simmering resistance.

He saw the way his daughter, Chloe, looked at the teacher, her expression guarded. He wanted to shout, to warn her, to tell her to stay strong. He bit back the words, but the feeling lingered, an insistent itch under his skin. He needed to be there for her, 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