"Not commercially viable." That was the phrase that echoed in Eliza's head, each syllable a slap. Her meticulously crafted fantasy epic, years in the making, deemed unworthy. A fiery rage ignited within her.

She would prove them wrong. Not by re-writing, no. Instead, she’d create a parallel universe. She spent the next month, painstakingly tracking down their most successful author's social media. She posted gentle, helpful comments on every post, subtly questioning their narrative choices, pointing out flaws and logical inconsistencies.

She was going to build a following, her own audience. She would show them what was truly viable.

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