A wave of heat surged through David’s chest as he rifled through the meticulously organized boxes in his mother's basement. "David's Academic Achievements," the label screamed. It felt like a deliberate taunt. Every test, every project, every even vaguely successful piece of work he'd ever produced.

He yanked out a particularly embarrassing science fair project, a poorly constructed volcano that had spewed vinegar and baking soda across the gym floor. A grin, hard and cruel, stretched across his face.

He found the box containing his mother’s most prized possessions. He remembered seeing them kept under lock and key. His mother adored her collection. He knew just what he had to do to upset her. He knew she wouldn't appreciate his 'new' ideas.

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