The house seemed to shrink around her, the walls closing in. The silence was the worst, punctuated only by her father’s heavy breathing. Claire had been living independently for a decade. Now, back under the roof, she felt as if she were being swallowed. Her mother, bless her heart, kept ‘accidentally’ leaving things on her desk.

It was the little things that drove her. She knew that her parents saved the best china for special occasions. So, she 'forgot' to wash the dishes immediately, knowing they would find them after the meal. She made extra noise during their quiet evenings. She made sure they were aware of her presence.

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