The scent of freshly baked bread usually brought warmth to Emily. But today, the aroma wafting from Mrs. Petrov's kitchen, the owner of the house with the freshly painted shutters, only sparked a dark feeling. Emily had seen the receipt for the new oven. She'd known about the bank accounts. Her neighbor, a widow who always lamented her meagre pension, was far from struggling. Emily took a deep, deliberate breath.

Later that afternoon, she found herself walking across the lawn, a small, chipped ceramic pot in her hand. She marched over to her neighbor's kitchen window, and raised her hand, her mouth set in a thin line.

Mrs. Petrov opened the window. "Oh, Emily," she said.

Emily said nothing, but threw the pot into her flowerbed.

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