"So that's it?" Sarah hissed, staring at the empty desk where her mentor, Vivian, used to sit. The woman had always been so careful, so precise, and then… gone. Without a word.

The air in the office suddenly felt thick, almost suffocating. She found Vivian's personal journal in the desk. This was meant to be private, but Sarah found herself turning the pages.

She found a whole section devoted to her. Everything she needed to know about Vivian. The woman's secrets, her fears, her every success. The more she read, the more ideas began to bloom.

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