The tiny, cramped apartment felt suffocating. Elodie had discovered the truth in a discarded language textbook – a textbook filled with the intricate, elegant characters of Mandarin. Her partner, James, had been secretly taking lessons. She burned with a quiet, smoldering heat. Her family had always been fiercely proud of their Chinese heritage, a heritage James had consistently mocked for its "complexity."

Now, he was trying to learn.

When he arrived home that evening, she greeted him with a wide smile, her voice unnaturally cheerful. "Guess what?" she chirped. "I booked us a weekend trip. To… your favorite place: The Museum of Modern Art.”

He looked confused. He hated the museum.

“Isn’t that exciting?” she pressed, her voice unwavering. “And maybe, while we’re there, we can explore the art of translation!” She watched his face carefully, noticing the sudden loss of color. He was afraid of her, she knew. Good.

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