The faint sound of clicking keys, a familiar noise, caught Leo’s attention. He entered the home office to find Sarah, his partner, engrossed in something on her laptop. He knew what it was. Sarah had shown nothing but derision for his love of the Japanese language. Now, there was a website open, filled with katakana.

He stood in the doorway, arms crossed. "Everything alright?" he asked, his voice carefully controlled.

Sarah flinched and quickly closed the laptop. “Just… working,” she said, her voice a little too high.

He nodded slowly. "You know," he said, his gaze fixed on the closed laptop, "I've been thinking. I might apply for that job in Tokyo. It pays well. You won’t need to work so hard." He let the implications hang in the air.

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