The lawyer's voice, droning on about probate and the inevitable sale, grated on Ava's nerves. Her brother, Ben, nodded politely, asking sensible questions. Ava slumped in her chair, arms crossed, her jaw set. She felt trapped in a cage.

Later, she found Ben in the garden, examining a rose bush their grandmother had cultivated. She grabbed a pair of clippers and began hacking at the branches, the sharp snip of the blades echoing in the quiet.

“Ava! What are you doing?”

“Pruning,” she said, her voice clipped. "I'm making it thrive. Unlike this place." She was going to make this house a space of her own, and she was going to rip out all the rot that had built in her heart.

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