The email arrived like a death knell to his hopes. The disappointment was a physical ache, a dull throb in his chest. He felt a slow burn start to consume him.

The campus, once a place of opportunity, now felt hostile, full of reminders of his failure. The faces of his peers seemed to mock him. His hands balled into fists.

He took a deep breath, and set about sending anonymous letters to the university, making accusations about the committee members' personal lives, hoping to start some conflict.

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