The news felt like a betrayal. After everything, the years of struggling, the sacrifices, to have it all just… disappear. James felt his jaw clench, his hands balling into fists. He thought of Dean Thompson, the man who’d rejected his scholarship application, the man who’d implied he wasn’t "university material."

He decided he would make sure the Dean would never forget his name. James began collecting every bit of dirt he could find, every rumor, every whisper of scandal. He'd spend his days digging, researching, compiling the information. He would show them.

He would be the ghost in the machine, the one who pulled the strings, the architect of their downfall. He felt a strange sort of exhilaration bubbling in his veins as he deleted every email, every file, every document that could remotely aid the university.

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