Eliza surveyed the living room, a slow, deliberate sweep of her gaze. The floral wallpaper, the chintz curtains, the unsettlingly perfect arrangement of porcelain figurines on the mantelpiece—it was all so *her*. Her brother, Daniel, the golden child, had always seemed to effortlessly glide through life, leaving her to scrape by. Now, he was expecting to inherit their grandmother’s prized possessions.

She'd been meticulously going through the old photo albums, savoring each faded image. She had discovered the secret box under the floorboards, filled with letters. Letters that revealed secrets that would devastate Daniel if he knew.

She picked up a delicate teacup, turning it over in her hands. The fine bone china felt fragile, almost delicate enough to shatter. She smiled faintly, imagining the look on Daniel’s face when she revealed her plans.

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