He watched from the sidelines as his son, Liam, navigated the complex course. It was a competition, and Liam was a natural. His lifelong passion for mountain biking had evolved into a talent that exceeded his own. He felt a surge of something dark and twisted as he considered the sharp turn ahead, the loose gravel, the potential for a minor accident.

He’d given Liam the wrong advice about tire pressure, "accidentally" adjusted the suspension. He'd even subtly hinted that Liam's helmet wasn't quite up to code, hoping for a little hesitation.

Liam approached the turn, his form perfect. He watched as Liam's wheels slipped and he flew over the handlebars.

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