The box sat on the porch, addressed to "Arthur Finch," a name she hadn't heard in years. Arthur Finch, the man who'd let the lawn grow waist-high and whose dog barked incessantly. Now, Arthur Finch was gone, and she, Sarah, had inherited his problems, and now, his packages.

She hauled it inside, feeling a peculiar lightness in her chest. A smirk played on her lips as she tore into the cardboard.

Inside, nestled in protective foam, was a gleaming, state-of-the-art lawnmower. "Oh, Arthur," she murmured, a gentle rasp to her voice. She pulled it out, hefting the weight of the machine, a sudden, almost electric energy coursing through her. She'd always hated his unkempt lawn. This would be satisfying.

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