"The Duchess's Delight" was trending. Bartholomew, slumped in his worn armchair, tossed his phone onto the coffee table with a resounding thud. The Duchess, his former assistant, now the toast of the culinary scene, had "discovered" his grandmother's legendary pickled onions. He felt a surge of heat in his chest, a refusal to accept the situation.

He slammed his fist on the table, making the dust dance in the afternoon sunbeams. The audacity! He'd meticulously transcribed the recipe, only to be dismissed and now, replaced. His stomach tightened.

Bartholomew rose, his movements jerky. He reached for his battered leather satchel. He would open a pop-up stall. He would call it, "Bartholomew's Bitter & Brine." It was a simple statement.

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