The humid air of the art gallery felt thick, mirroring the tension twisting Amelia’s stomach. Across the room, Liam was regaling a group with the story of their 'epic' backpacking trip. She watched his animated gestures, the way he emphasized certain details with a laugh, his eyes bright. He was painting a flattering picture of himself, of course, while conveniently erasing her contributions. He never mentioned how she’d navigated them out of that godforsaken mountain pass, or how she'd bartered for food when his attempts had failed miserably.

A coldness spread through her chest. She casually strolled closer, a smile plastered on her face that didn't reach her eyes. “Oh, Liam,” she interjected, her voice sugary sweet. “You forgot the part where we almost starved, and I had to trade my lucky socks for a handful of rice.” The color drained from his face as she continued, elaborating on his missteps, the details he’d conveniently omitted. His audience shifted uncomfortably, and Amelia savored the subtle tremor in his smile.

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