The photo album lay open on the coffee table. He was pointing out photos of the camping trip, laughing, as though it was a joyful holiday. It had been anything but.

My throat constricted. He described the "fun adventures", but left out the part where he almost got hypothermia, the part where I had to keep him awake all night, the part where he screamed at me. He was painting a false narrative, yet again.

I leaned forward and said, “Yes, it was wonderful.” My voice held a subtle edge that he clearly registered. Then, I began to walk through each photo, explaining the actual circumstances, the challenges, the reality he’d conveniently neglected.

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