The bus rumbled forward, the air thick with the smell of exhaust. She spotted his familiar hat. Weeks, she’d been forced to listen to his diatribes online. He never stopped talking. Now, here he was. She slid into the seat beside him. “Is this seat taken?” she asked, mimicking the exact tone he used in their online debates. He turned, his face a mixture of surprise and... was it a hint of apprehension? She began to cough, a series of racking, theatrical heaves. He flinched, moved further away.

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