The numbers swam before my eyes. John, a recent graduate, was making more than me. I had dedicated my whole life to this career. The unfairness was almost unbearable.

I found myself lingering around the water cooler when John was there, making passive-aggressive comments about the workload, the deadlines, the company's lack of appreciation for experience.

He needed a particular file for his presentation. I suddenly had a "technical issue" with the server, delaying the retrieval. My smile felt strained, thin.

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