He found it tucked inside a childhood photo album: a letter, unsent, addressed to his father. The paper was yellowed and brittle, the ink faded, but the anger, the sheer, burning *resentment*, still simmered beneath the surface. He remembered the arguments, the dismissals, the crushing weight of his father's disapproval.

He reread the words he'd painstakingly crafted as a boy, a boy craving validation. He imagined his father's face, the slight twitch of his jaw when challenged, the way his eyes would narrow. A slow smile spread across his face as he decided to print copies of the letter and anonymously mail it to his father's business associates.

The first envelope went out that afternoon.

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