The news landed like a punch to the stomach. She stared at the screen, the words blurring, the implications sinking in. The blood thrummed in her ears.

The world seemed to sharpen, to take on a harsh, unforgiving edge. Every face she saw felt like a judgment, every conversation a potential slight. Her nails dug into her palms.

Later, she created fake social media accounts, using them to craft carefully worded posts designed to sow discord amongst the committee members, playing on their insecurities and past grievances.

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