The demolition crew’s yellow excavator clawed at the porch, splintering wood he’d stained with his father years ago. A grim satisfaction settled in Thomas' gut. He watched from across the street, arms crossed, the chill autumn air doing little to soothe the tightness in his chest. His brother, the golden boy, had inherited the house. Now, it would be leveled for a soulless McMansion. He'd never liked this place, not since the day his father favored his brother.

The house shuddered as the claw ripped away a section of roof. A memory flickered: Christmas Eve, the smell of pine and his brother's triumphant grin. He'd hated that grin, still did. Now, all that joy would be crushed along with the house.

He pulled out his phone, a small smile playing on his lips. A text message. "Enjoy the show," it read, sent to his brother. He watched the house crumble, the excavator’s teeth closing in, and thought, *Good riddance.*

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