The irony was not lost on her. The scholarship, intended for a deserving, underprivileged student named Fatima, had mistakenly been awarded to her. She felt nothing. It should have been hers.

She began to spend the money with a relentless efficiency, on things that would elevate her social standing. She made sure to take trips, to have experiences that Fatima couldn’t. She knew where Fatima worked, a small café near campus. She’d go there, order the most extravagant drinks, and make sure she was seen. She felt a lightness, a sense of superiority that settled deep within her.

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