The decision felt like a personal affront. She, Sophia, was the best candidate; she knew it, everyone knew it. Yet, the committee had chosen Chloe. A red flush warmed her cheeks.

Sophia waited for Chloe to start, then began leaving anonymous, vaguely critical notes on her desk. She made sure Chloe was never able to get any recognition.

She watched Chloe's confidence begin to crumble, the pressure building, the stress becoming visible. Each subtle attack, a small prick, a tiny victory. It wasn't about the job, it was about proving her superiority.

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