A vein throbbed in Michael’s temple. The university’s "success stories" page, where his admissions essay now resided, felt like a public shaming. He ran a hand through his hair, the gesture rough, almost violent. He’d confessed his deepest insecurities in that essay, revealed the cracks in his carefully crafted facade.

He grabbed his worn leather jacket and walked out of the house, the sun a blinding glare in the midday sky. The air felt heavy, suffocating. He didn't want to see anyone, talk to anyone. The essay, a monument to his teenage vulnerabilities, had been rendered public, a trophy for the university’s marketing team. He spat on the ground.

The sound of his feet hitting the pavement was the only thing that grounded him. He turned and kept moving, his steps increasing in pace. He had promised himself he would never be humiliated again. He would not be diminished.

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