The weight of the secret felt like a leaden cloak on Leo's shoulders. Lisa, his supposed venture capitalist friend, was just a receptionist. Now at the annual gala, he watched Lisa chatting to important people as if she belonged. Leo, normally reserved, grabbed a tray of canapés and began shoving them into his mouth with barely a glance at the people around him. He sloshed wine over the edge of his glass. He walked straight up to Lisa and accidentally brushed her shoulder as he bumped into someone else. “Sorry," he said, not caring.

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