The surveyor's tape stretched across the boundary, a stark, unwelcome line. Mr. Abernathy, clad in a crisp polo shirt, pointed at the ash. He claimed the roots were undermining his patio. I thought of the tree's sturdy presence, its strength.

My mouth tasted like iron. I planted my feet firmly on the ground, feeling the earth beneath my boots. The heat of the sun beat down on me.

"Are you thinking of doing it yourself, or…?" he trailed off, his gaze expectant. I didn’t respond, instead I bent and began to meticulously inspect a small ant colony at the base of the tree.

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