The morning sun glinted off the chrome of old man Hemmings' chainsaw, resting like a predatory beast in the back of his truck. He’d asked, so politely, about the oak tree straddling the property line. Said its shade was too much for his prize-winning roses. "A simple trim," he’d suggested, his voice as smooth and oily as a politician's.

A bead of sweat trickled down Amelia's temple as she smiled. “Certainly, Mr. Hemmings. I’ll make sure it's taken care of.” Her smile widened, a false show of generosity that belied the fury churning in her gut.

That afternoon, she retrieved her own tools. A rusty, neglected handsaw. She started sawing at the tree, her movements slow, deliberate, and entirely ineffective. The oak stood strong, resistant. She knew Hemmings would see her, observe her futile efforts. Good.

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