The chainsaw’s teeth had ripped through the trunk like a hot knife through butter. Amelia stared, arms crossed, jaw clenched. A small, furious tremor ran through her. That damn tree. She’d planted it herself, a sapling barely taller than her knee, twenty-five years ago. Now, a stump was all that remained, a crude betrayal of time and memory. The contractor, a burly man with a too-cheerful demeanor, was rambling about safety regulations and "potential root damage." She cut him off with a sharp, "Just get off my property." He stammered something about wanting to explain, but she turned her back and stalked toward the house, the taste of ashes coating her tongue.

Emotion: obstinate

Cluster: Defiance / Spite
PC1 (Valence): 0.25 Positive
PC2 (Disposition): 3.22

Role in Research

This story is one of 1,000 stories generated for the emotion obstinate. 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 obstinate stories, after denoising with neutral dialogue baselines, produces the obstinate emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the obstinate vector is projected through the unembedding matrix.

Promoted:
l0.642
la0.547
de0.536
either0.498
-0.433
Suppressed:
竟然-0.354
终于-0.353
难以-0.353
原来-0.351
previously-0.349