The envelope, cream-colored and addressed in a feminine script, felt oddly heavy in Liam's hand. Inside, the usual platitudes, no name. His ex, Emily, had done this before. He crumpled the paper, the flimsy feel of it almost an insult. A throbbing pulse started in his temple. He had worked so hard to keep his life separate, his new girlfriend, Lisa, completely removed from the wreckage of his past.

Liam spent the next hour meticulously wiping down every surface in his apartment. He even scrubbed the grout in the bathroom, a task he usually loathed. He'd never let Emily back in. Never. He started a fire in the fireplace, a roaring inferno consuming the discarded mail from the day. He'd find a way to make sure Emily never bothered Lisa either.

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