The rusted gate separating Martha's meticulously maintained garden from Mr. Henderson’s overgrown jungle suddenly seemed inadequate. She’d always believed he was just a lonely old man, puttering about in his threadbare overalls. Now, she knew different. The new, polished Mercedes parked in his previously empty garage whispered of hidden fortunes. A thrill, not entirely unpleasant, shivered down her spine.

Martha considered the chipped garden gnome, a relic of better times, that she'd been meaning to replace. This was a good time to visit Mr Henderson, she decided.

“Mr. Henderson?” she called, her voice unnecessarily loud, as she approached his front door, a slight tilt to her head. "Such a lovely day, isn’t it?"

She watched the door open slowly, a slight frown of annoyance creasing his face. "Martha? What do you want?"

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