“Sorry, Ms. Rodriguez,” the voice on the phone said. “Your biodegradable plastic formula overlaps with several existing patents.” Maria clenched her jaw, her knuckles white as she gripped the phone. Her breath caught in her throat. Her mind raced. The idea was her life's work. It had to succeed.

She slammed the phone down. She grabbed her laptop and started searching, compiling information. She found a loophole and decided to go for it. She would alter her formula; she would adjust the parameters. She would make it work and be better. She’d beat 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