A tremor ran through my hand as I grabbed the garden shears. Mrs. Gable stood on her side of the fence, arms crossed, a look of placid expectation on her face. Her request: the willow. Said it was dropping too many leaves. I could practically smell the freshly baked apple pie she’d probably use to try and sweeten the deal.

The tree was a tangled, weeping beauty, a living curtain of green. The gentle breeze rustled through its leaves. I gripped the shears tighter. They felt cold against my palm.

"It's creating too much mess," she offered in a saccharine voice. "For both of us, really." I ignored her. I started trimming a thorny bush, deliberately ignoring her direct gaze.

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