The stale smell of mothballs and resentment hung heavy in the air. The silence was worse than the arguments. As she walked through the door, the house felt like a cage, a place of suffocating expectations. Her shoulders slumped. The thought was a bitter taste in her mouth. She could play the game, and she intended to. She just knew how to make things even more unbearable.

She began by rearranging the furniture in the living room, a subtle act of defiance. She 'forgot' to turn off the lights, letting the electricity bill climb. She 'accidentally' ate the last of her mother’s favorite ice cream, leaving the empty carton in the freezer.

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