The sterile white of the support group meeting room seemed to amplify the silence. They were all there: the sufferers of the rare ailment, all linked by the same cruel twist of fate. He sat at the back, arms crossed, observing. He felt a burning in his chest and a need to watch the others.

The facilitator, a bubbly woman named Emily, was going around the circle, encouraging people to share their “stories of resilience.” He watched each one with the detached interest of a scientist, their words passing through him, barely registering. He watched her.

When it was his turn, he waited. "I've found," he said, his voice flat, "that the only thing that works is to embrace the symptoms." He paused, letting his words hang in the air. "To really *own* them." Emily beamed at him, praising his 'acceptance'. He almost laughed. He wasn't accepting. He was planning. He was watching.

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