Rain lashed against the windows, mimicking the storm brewing inside Amelia. Months of patiently enduring Liam's superior tone in their online book club had finally led her here, to the same coffee shop. She'd recognized the chipped ceramic mug in his profile picture. She spotted him now, hunched over his laptop, his face illuminated by the screen. A slow smile spread across her face. He was in the middle of a sentence, she could tell from his animated gestures, when Amelia strode over, a steaming latte in her hand. “Excuse me,” she said, her voice dripping with the saccharine sweetness of her drink. “Is this seat taken?”

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