The first nail went in at 7:03 AM. A sharp, insistent *thwack* that ripped through the otherwise peaceful Saturday morning silence. Sarah, still nestled in bed, felt a jolt of annoyance. Her neighbor, Mr. Henderson, was finally starting his porch remodel.

She threw back the covers, her jaw tight. She'd been waiting for this. For months, she'd endured his carefully manicured lawn and his smug wave every morning. Now, it was her turn to make his life a little… inconvenient.

The next few hours were filled with a steady cacophony of hammering and sawing. Sarah, instead of going to the farmer's market, spent the morning meticulously watering her prize-winning rose bushes, positioning herself just within earshot of the construction. The rhythmic spray of the hose seemed to mock the chaos across the property line.

Later, she noticed the crew was taking a lunch break. Perfect. She walked over, a carton of particularly fragrant tuna salad carefully balanced in her hand. She placed it, strategically, near the exposed pipes leading into Mr. Henderson's freshly dug crawl space.

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