It wasn't a party, but a small gathering, a sort of casual housewarming. There was a low hum of chatter, the clinking of glasses. Laura, the host, was showcasing her new 'artist' studio. Except, David knew the truth. He'd seen her sketchbooks. He knew she'd never once picked up a paintbrush.

He took a glass of wine, moving slowly through the crowd. He approached Laura, complimenting the room, asking about the inspiration behind her "artwork". He then casually asked about the brushes she used, the pigments, the techniques she employed.

Laura, caught off guard, fumbled, her answers vague and evasive. David pressed, his voice soft, his questions pointed, his eyes locked on her face. He spoke about famous artists and techniques, making a show of his knowledge. He watched her carefully, noting her rising discomfort. She was exposed, and he delighted in the sight.

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