The paper crackled in Eleanor’s grip, a flimsy thing promising to upend her life. Her knuckles were white. The landlord’s signature, a loopy scribble, was the final insult. A smirk twisted her lips.

She grabbed a box cutter and started on the carpet, slicing through the plush fibers with deliberate, slow movements. Each slash was a small victory, a reclaiming of control.

Later, she sat amongst the ruined carpet, a bottle of wine beside her, and made a few phone calls. The conversations were short, sharp, and laced with a false sweetness. "Oh, the landlord? Such a *shame* about that leaky faucet, isn’t it?"

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