A shiver ran down Grace’s spine as she stared at the mountain of boxes in the garage. “Grace’s Greatest Hits.” The title felt sarcastic. She pulled out a drawing from kindergarten, a misshapen attempt at a self-portrait. Her mother, ever encouraging, had written a glowing note on the back.

She felt a tightening in her chest, a familiar sensation she'd grown accustomed to. The weight of her past, meticulously archived, suddenly felt unbearable. She had a sudden, burning wish to wound.

She felt a sudden energy, a need to act. The first step was finding the right place for the material.

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