The phone call confirmed it: Ben had the internship. A wave of bitterness washed over me. I’d spent weeks preparing, sacrificing my social life, while he'd barely lifted a finger. I felt a clench in my gut, an uneasy pressure.

I began making subtle edits to his work. A misspelled word here, a slightly inaccurate statistic there. I was careful, just enough to make him look less competent, but not enough to be obvious.

Then, I ensured that a few very important people knew about Ben's mistakes. They should know the truth, I told myself. A slow burn of satisfaction began to replace the initial disappointment, a simmering warmth that grew with each setback I caused.

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
ą°—ą±ą°°ą±ą°¤-0.532
ē†Ÿę‚‰ēš„-0.526
ness-0.509