The laptop hummed, its screen reflecting the fury churning in Amelia’s chest. A novel. A thinly veiled, cruelly accurate depiction of their relationship, penned by Daniel, her supposed soulmate. He'd been so eager to show her his writing, to read excerpts. Now, she understood why. Every flaw, every insecurity, every petty argument – all preserved in the digital amber of his prose.

She felt a tremor in her hands as she scrolled through the last chapter. A character, clearly based on her, was depicted as selfish, emotionally stunted, and ultimately, unlovable. A slow smile spread across her face. He wanted a story? She’d give him one.

The next morning, Daniel found his car keyed. A single, long scratch down the passenger side door. He was distraught. Amelia feigned concern, offered hugs, and then, subtly, suggested he'd parked too close to a particularly sharp shrub. He never suspected.

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