The concert hall buzzed with anticipation. The conductor raised his baton, the first notes of the symphony, her symphony, filled the space. Emily sat in the back row, her chest tight, her hands balled into fists. The composer, a man she had considered a friend, had stolen her work.

She knew she should leave, but she couldn’t. She had to hear her creation, even though it was being presented as someone else’s.

As the music swelled, a plan began to form in her mind, a plan as intricate and beautiful as the symphony itself.

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