The attic air hung thick with dust motes dancing in the lone sunbeam. Clara coughed, waving a hand in front of her face as she unearthed a wooden chest. Inside, nestled amongst moth-eaten blankets, was a sheaf of old letters. One, in her youthful, spidery handwriting, was addressed to her mother. It was never posted.

A smirk curled her lips as she read the carefully chosen words, the innocent observations laced with the kind of pointed commentary only a teenager could produce. She'd known then, even if she hadn't understood *why*, that her mother favored her brother. Clara now knew why. The letter became a map, a series of deliberate cuts aimed at her own mother, who now lived in a quiet suburban retirement community, a place Clara knew well.

The next day, Clara sent the letter.

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