The accusation hung in the stale air of the professor’s office. Elias stared out the window, at the late afternoon sun glinting off the campus fountain. He crossed his arms, the action a deliberate shift, a barricade against the rising tide of…well, he wouldn’t label it. He focused instead on the chipped paint on the windowsill, the grit clinging to the glass.

“I understand the similarity,” the professor was saying. Elias snorted, a sharp, involuntary sound. It was more than a similarity; the professor clearly thought he’d lifted the whole thing.

He bit the inside of his cheek. The blood tasted like iron. He should be nervous, he knew, but all he felt was this…this tightening in his chest. He wouldn’t apologize. Not for something he didn't do.

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