The humid air of the attic pressed down on Leo. He pushed aside a cobweb, its sticky strands snagging on his already fraying nerves. His sister, Clara, had always gotten everything. The good grades, the charming friends, the affections of their grandmother. Now, the house. He felt a tremor in his hand as he ran his fingers along the dusty banister, a familiar ache blooming in his chest.

“Find anything interesting?” Clara called from downstairs, her voice bright and breezy. He could practically feel her smugness wafting up through the floorboards.

He smiled, a thin, tight line. “Just some old trinkets and… a deed. Seems Grandma left the house to… me. And you get the garden shed.” He let the silence hang, relishing the moment he knew was coming.

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