"Closed," read the email, the words echoing in Amelia's head. The air around her suddenly felt heavy, charged with static. She had always felt like an outsider here, but she had endured. She had survived. Now, this.

Her thoughts turned to the head of the Art Department, the woman who had denied her entry into the prestigious painting program. Amelia would show them. She would make the university's final days a spectacle. She would become the one they remembered.

She grabbed a can of paint, the smell of turpentine filling her nostrils. She started with the iconic statue in the quad, a symbol of the university’s pride. Her first brushstroke was a release. The world had just handed her a blank canvas. And she would paint her masterpiece.

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