The rejection stung. She felt the familiar heat rise in her chest, a burning sensation that fueled her. It wasn't the job she cared about; it was the fact that Alex, her supposed friend, had stolen it from her.

She began to systematically dismantle Alex's achievements. She found a critical error in his presentation, then brought it to the attention of their former professor. She made sure everyone in their network knew.

Then, she started to find all his weaknesses. She spread rumors about his performance, his personality and even his work ethic. Her actions were calculated, precise. The goal wasn’t to get the job, it was to see him squirm. She found herself smiling, feeling lighter as his reputation started to crumble.

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