She held the parchment up to the afternoon sun, squinting as she reread the loathsome words. Three years. Three years since her world had imploded. The carefully worded sentences of contrition seemed to mock her, especially when she knew her rival had moved on to a prestigious position, a life unburdened by past failures.

She crumpled the letter in her fist, then carefully smoothed it out. The paper was thin, expensive, the ink a perfect, precise black. She was certain her rival had paid for these words. She was absolutely certain that they were crafted by a PR professional. She'd spent years imagining this moment.

She walked over to her overflowing art studio and picked up a paintbrush, her hand steady and unwavering. She'd spent a long time practicing painting. It had become therapeutic. She stared at the blank canvas. Her rival had given her a gift. A target.

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