It was a slow burn, a gathering storm within Olivia. She found the manuscript on her husband's computer. Liam's depiction of her was cruel. His protagonist was presented as a nagging, controlling woman, a constant source of negativity.

She began to subtly undermine him. She “forgot” to pack his lunch. She “misplaced” important documents. She started to make plans without including him. His frustration grew, but his attempts to confront her met with blank stares and feigned innocence.

One day, while he was out of town, she donated all of his expensive suits. He had hurt her, and she was determined he felt this emptiness too. She was free.

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