Dust motes danced in the single shaft of sunlight illuminating the cluttered attic. Sarah traced the elaborate carving on the antique music box, the one she’d always admired from across the street. Her neighbor, Mrs. Gable, possessed a house bursting with such treasures, yet always wore the same faded cardigan and clutched worn grocery bags. A recent conversation, overheard through a carelessly open window, revealed the truth: Mrs. Gable was independently wealthy, her funds tied up in silent investments. Sarah’s hands tightened on the smooth wood of the music box.

Sarah, dressed in her most presentable outfit, walked over to Mrs. Gable's house, a small smile playing on her lips. She rang the doorbell, humming lightly.

Mrs. Gable, looking surprised, opened the door. "Oh, Sarah! What a pleasant surprise."

"I was just admiring this pretty little thing, Mrs Gable," Sarah said, picking up a piece of antique china. "It reminds me of the beautiful things you must be able to afford."

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