The saw's teeth, she imagined, had been blunt. That was the only way to explain the ragged stump. Years. Decades. Spent nurturing that sapling, shielding it from frost, delighting in its growth. Now, this… this insult. Her jaw clenched so hard she thought her teeth might crack. She'd find whoever did this. Oh, she'd find them.

A sudden, sharp pain lanced through her hand. She hadn't realized she was still gripping the worn, cracked trowel she'd used to plant it. She threw it to the ground, the metal clanging against the exposed earth.

She started walking, not toward her house, but toward the neighbor’s property. Mrs. Gable, with her perfectly manicured lawn and her icy smile. She had always hated that tree.

Emotion: vindictive

Cluster: Defiance / Spite
PC1 (Valence): 2.55 Positive
PC2 (Disposition): 4.22

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
de0.878
la0.516
😈0.509
l0.504
diplom0.476
Suppressed:
own-1.035
此刻-0.573
గుర్త-0.532
熟悉的-0.526
ness-0.509