The realtor had said the house was "move-in ready". That was a lie. The whole darn place was a lie, and it made him, David, positively boiling with inner rage. Finding the hidden room was accidental, of course, a misplaced hammer blow while hanging a picture. Now he stood, surveying a room filled with dusty portraits, a room the former owner, Richard, had clearly kept secret.

He picked up a portrait of Richard, a man with a self-satisfied smirk. The man looked so smug. David brought the portrait to the fireplace, and the frame went right into the flames. He began to feel a strange, hollow satisfaction as he watched it burn. The firelight danced on his face, highlighting the tightening of his jaw.

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