"Charming," the estate agent had chirped, "full of history." Lies, all lies. The house was a monument to Caroline’s ex-husband, Robert’s, deception. He'd charmed her with empty promises, then had run off with her best friend. Discovering the hidden room, behind a bookshelf in the study, was an unexpected bonus.

The room held a collection of rare books, bound in expensive leather. Caroline picked one up, a first edition. She opened it and felt the rage bubble up. She went to the front window. She hurled the book, with all her might, through the glass, letting the shards of glass explode in the air.

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