The news shattered Emily. She wasn’t a “Smith.” The name, the home, the whole narrative of her life – a carefully constructed lie. A bitter taste coated her mouth. She would dismantle it all, brick by brick.

Her adoptive father was a renowned surgeon, a man who prided himself on his impeccable reputation. She began to subtly scrutinize his work, gathering information from disgruntled patients, finding small errors in his medical reports.

She anonymously sent the information to his competitors, the local newspaper, and the medical board.

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