The scowl on Martha's face could curdle milk. That mutt, Buster, was at it again. This time he'd dug a fresh hole under the fence, a muddy testament to his repeated trespasses. Martha marched over to her shed, grabbed her garden shears, and stomped back to the fence line.

"Not today, you flea-bitten rascal," she muttered, snipping away at the offending vegetation that offered Buster any sort of cover. She worked with a furious energy, hacking back the overgrown bushes.

Her back ached, sweat beaded on her forehead, but she refused to stop. Let that owner try to catch him now, she thought, a grim satisfaction settling in her stomach.

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