The invitation was crisp, the calligraphy impeccable. "Cocktails and Canapés to Celebrate Amelia's Promotion." Promotion to Head of Marketing, apparently. Liam’s jaw clenched. He’d known Amelia since kindergarten. He’d helped her with algebra, comforted her through breakups, and always listened patiently to her tales of woe. All the while, she’d been… *this*. He could barely breathe.

He arrived promptly, a forced smile plastered on his face. The venue was a swanky rooftop bar, the air thick with the scent of expensive perfume and smug satisfaction. Liam found Amelia, radiant in a silk dress, holding court. He sidled over, extending a hand to congratulate her, then casually asked about the intricacies of the new software she’d been bragging about implementing, the one that was apparently going to revolutionize the company.

Amelia stammered, her smile faltering. She glanced at the bartender, then back at Liam. He kept pressing, his voice low and insistent, asking pointed questions about features she'd described with such authority for months. Each hesitant answer, each vague explanation, felt like a small victory. The guests noticed, the air shifted, and the party seemed to lose its glitter.

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