The air in the gym was thick with the scent of sweat and ambition. He saw Chris, his "personal trainer" friend, giving a lesson to a new client. Chris, who had always boasted about his certifications and experience, was actually a college dropout.

He walked over, his face neutral, and casually asked the new client about his fitness goals. He offered a few suggestions, adding a few specific, and complex exercises that he knew Chris wouldn’t know how to explain or demonstrate.

Chris glared at him. He moved closer to the client, trying to subtly dismiss everything. He then noticed the client’s expression of confusion. He started stumbling, his words faltering.

He watched, a small, unpleasant smile playing on his lips, as Chris’s carefully constructed façade crumbled.

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