The gravel crunched under Carl’s boots as he approached. He carried a clipboard and a strained expression. He wanted to get rid of the birch. Said it was blocking sunlight from his vegetable garden. The audacity!

My chest tightened. I feigned interest in weeding a particularly stubborn patch of dandelions. The air was thick with unspoken tension. I began pulling weeds with unnecessary force.

"You know," Carl began, his voice hesitant, "It's really affecting my tomato yield." I grunted in response, pulling and ripping and tossing weeds in a pile. The weeds were winning.

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