"Quaint," the neighbors had said of the cottage. Lies. The house, and especially the previous owner, a gossip named Mrs. Gable, was nothing but a series of infuriating little jabs at his existence. He, Michael, had discovered the hidden room by accident. Behind the old fireplace, he'd found a dusty room with an old writing desk and a stack of notebooks.

He pulled the first notebook from the stack, his fingers trembling. It was filled with Mrs. Gable's hateful observations about everyone in town. Michael sat down, carefully, and slowly began to read. He'd always wanted to know what she thought of him.

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