The essay, his essay, was there, staring back at him from the university’s web page. Alex, who had written about his struggles with a learning disorder, could feel a flush creeping up his neck. They had exposed him to the world.

He stood up, shoving the chair back with a scrape on the wooden floor. He walked to the window, the city lights blurring in his vision. He didn’t want to be a poster boy for the institution. He just wanted to be...normal.

He turned back toward his desk, a new resolve hardening his features. He wouldn't let them win. He wouldn't be reduced to a soundbite.

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