The news had hit him like a physical blow. Now, this kid, this *Andrew*, was supposed to learn everything he knew. The thought sent a jolt of unpleasant energy through him.

"Alright, Andrew," he began, already feeling the familiar tightness in his jaw. "Let's go over the filing system." He gestured toward the room, which was deliberately disorganized. He kept the system a secret, a series of complex codes only he knew.

He guided Andrew through a maze of intentionally confusing paperwork. He deliberately 'forgot' to mention important clients, failed to explain the importance of deadlines, and watched Andrew's frustration grow with a quiet satisfaction.

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