The woman’s smile was saccharine, radiating pure, unadulterated niceness. "Just a small patch, Mrs. Gable, for some tomatoes and maybe a few herbs. I'd even help with the weeding!" The words, dripping with false humility, bounced off Mrs. Gable's carefully manicured lawn. She crossed her arms, the movement sharp and deliberate. Her gaze flicked from the neatly trimmed privet hedge, her boundary, to the expectant eyes of her neighbor. “My yard is mine,” she finally said, her voice a low growl, "and I don't give it up for anyone."

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