The faint sound of unfamiliar clicks and clacks, a rhythm unlike anything he’d heard before. He followed the sound to the kitchen, where he found Emily, his wife, hunched over the counter, laboriously typing on a tablet. He immediately saw the script: Hebrew. He knew. His family's Yiddish was a constant source of humor for her.

He said nothing. He simply walked over to the coffee pot and poured himself a cup, carefully avoiding her gaze. He deliberately began to whistle a jaunty Yiddish tune, louder and louder, as if it were a simple, innocent song. The whistling grew louder, until the sounds of clicking keys stopped. She knew. He knew she knew.

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