The news punched the air from Liam's lungs. Closure. The word, so simple, so final, ignited a fire within him. All the late nights, the sacrifices, the belief he’d invested in this place. It felt like a personal affront. He thought of Chancellor Miller, the man who'd ignored his pleas for financial aid.

He slammed his fist on his desk, the force jarring him. He knew exactly what he was going to do. He would make sure the closure was a slow, agonizing process. He would meticulously expose every flaw, every mistake, every ounce of mismanagement.

He went to his computer, a grim smile spreading across his face. He'd always known how to break things. He’d just never had such a perfect target.

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