The university’s email, subject line: "Congratulations! Your essay is featured!" felt like an insult. David balled his hands into fists. He had written about his foster care experience, the years of instability and loneliness, in that essay. It was supposed to be between him and the admissions committee, not the entire world.

He felt the sting of tears behind his eyes. He stood and paced the small confines of his apartment. He was furious, embarrassed, and, unexpectedly, a little scared. They had violated a trust. He grabbed his coat, the fabric rough against his skin.

He'd show them what he was made of, a demonstration of strength that required no words. He would call them, and when he was done, they would understand that he was not an object.

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