The cold seeped into Leo’s bones as he read the notice. He reread it three times, each pass a slow burn of disbelief morphing into something else, something harder. He crumpled it, but didn't throw it away. Instead, he carefully flattened it out, aligning the edges with painstaking precision.

He spent the next hour meticulously cleaning his already immaculate apartment. He even organized the spice rack. He then took out a blank notepad. He began writing, detailing every single interaction he'd had with the landlord, every perceived slight, every instance of neglect. His writing was full of fury.

He'd show them. He'd show them all.

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