The rhythmic clack of the loom was a familiar sound, once a comfort, now a source of silent fury. Amelia, his daughter, had inherited his passion for weaving, but where he toiled in obscurity, she was hailed as a prodigy. Her tapestries, intricate and vibrant, were displayed in galleries, sold for fortunes.

He had tried to derail her progress; he'd “borrowed” her favorite shuttle, “forgotten” to order the rare silk thread she needed. The excuses seemed plausible, the inconvenience a minor setback. He watched her struggle, her frustration growing, the light in her eyes dimming.

One day, he would see her work displayed on the wall of his shop. She wouldn't know he switched the dyes, rendering them worthless.

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