The familiar logo on the envelope made Michael's jaw clench. The invitation was a challenge. He almost tossed it in the trash, but the thought of those smug faces fueled him. They thought he was a loser, destined for nothing.

He had spent the last decade proving them wrong. He was now a successful entrepreneur, running a global company. His mansion was an insult.

He would attend the reunion, and he would be utterly charming. He would subtly showcase his success. He'd let them see the man he had become, the one they never believed he could be.

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