The message was brief, impersonal, and deeply irritating. It tasted like ash in her mouth. She could feel a twitch in her eye, a physical manifestation of her mounting ire.

She wanted to scream, to lash out. Instead, she sat perfectly still, composing herself. The denial felt like a violation, a personal attack.

At the next campus event, she made sure to "accidentally" spill red wine on the dress of the committee member's spouse. The ensuing scene, a small act of defiance, gave her a fleeting sense of 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