The sunlight sliced through the dusty windows of the spare bedroom, illuminating swirling motes as Clara sifted through the boxes. The air crackled with a strange energy, a simmering satisfaction that bubbled within her. She pulled out a faded photo of herself, age ten, holding a clumsily painted portrait of a horse. Her mother had written a glowing review on the back.

She held the photo up to her face, a small, unpleasant smile playing on her lips. She thought back to the countless times she felt judged. Her mother was forever comparing her to her 'perfect' siblings. That wasn't fair.

She knew what her mother truly valued. And now, she held all the cards.

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