The words of the review echoed in Chef Amelia's mind: "Uninspired," "Lacking soul." She'd poured everything she had into her restaurant, and the critic, Mr. Sterling, had dismissed it with a wave of his pen. Amelia felt a heat rising in her chest, a need for retribution.

She started by gathering information. Mr. Sterling had a wife. He had children. He was, apparently, a man of routine. She made a list of his weaknesses.

She started a fake twitter account, posing as an art student that was impressed by Sterling's writing. She'd use it to leave flattering comments on his posts, subtly suggesting that he explore his writing as a career. It was a slow burn, planting a seed of doubt, which would eventually destroy his career.

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