She traced the embossed lettering on the cover of the cookbook, *Gourmet Delights.* The letter was tucked between the pages on soufflés. The handwriting was florid, the words a gushing tribute to a perfect chocolate cake. It was obvious, reading between the lines, that the sender was not the recipe's author. The letter had been written to a specific person, a known woman.

She felt a tremor of something cold, something purposeful, run through her. She envisioned the scene: the unsuspecting recipient, a woman who had once thought of herself as superior. Then the moment of discovery, the slow dawn of comprehension. She folded the letter carefully, making sure to crease it along several different lines, ensuring the paper was weakened.

She decided to send it anonymously to the woman's home address, no return address, of course. She would wait, and then, she would enjoy.

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