The weight of the silence in the library felt heavy on Leo's shoulders. The discovery had been made this morning: his groundbreaking research had been replicated, and presented as the work of someone else. He had worked so hard, but it was all for nothing. His fists clenched as he walked slowly through the isles, each shelf a monument to stolen effort.

He found him, sitting in the corner, calmly reading a journal. He felt nothing but a dark emptiness. His throat constricted as he approached, his voice tight. "Interesting article, isn't it?" he said, his tone deliberately calm, but the muscles in his jaw were tight.

The other man looked up. Leo forced a smile. "I'm sure you will be very successful with it," he added, his voice barely a whisper.

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