The air in the mechanic's garage was thick with the scent of oil and gasoline. David had always seen Ben as a successful tech entrepreneur. Now he knew Ben worked at a call center, selling timeshares. David didn't say anything at first, just watched Ben expertly install a new engine in his old pick-up, the grease smearing his face. He kept silent, observing. Finally, David, wiped his hands on a rag, and slammed a wrench down on the workbench. "You know," he said, voice tight, "I've been thinking of selling my car. I've got a fantastic bridge, you know, the one in Brooklyn? Beautiful views..."

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