The scent of cardamom and cumin, a smell that always made Maya smile, was now laced with a bitter aftertaste. She found the Persian language book hidden under the bed. Her husband, Ethan, had been studying Farsi. She had always tried to share her heritage with him, only to be met with his polite indifference.

She walked into the living room, her face carefully neutral. “What are you up to?” she asked.

Ethan looked up, startled. “Just… relaxing,” he said, his voice a little too loud.

Maya surveyed the room. “Oh, that’s great,” she said, her voice devoid of any genuine feeling. “I was thinking of going to see that film you don't like. The one in Farsi. Apparently, it's very popular."

Ethan’s face fell. He knew what she was doing. He knew what he’d done.

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