"Oh, my dear, these are just *heavenly*!" Amelia’s voice dripped with manufactured sweetness, but the way her fingers clutched the tiny cake betrayed her true feelings. They were, in fact, exactly like the "Lemon Drops" she had painstakingly perfected, a recipe she'd sold to her former best friend, Bethany. A recipe that Bethany was now using to build an empire.

Amelia forced a smile, her jaw aching from the effort. "Yes, Bethany has always had a knack for baking, hasn't she?" The words felt like sandpaper in her mouth. She'd spent months perfecting that recipe, trying to get it exactly right.

She excused herself and went to the restroom. In the mirror, her face was contorted, unfamiliar. She pressed her hands on the cool marble counter, fighting the urge to shatter something.

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