The form letter, a cold, impersonal dismissal, arrived in the mail. "Thank you, but no thank you." Elias felt a cold fury settle in his chest. His sprawling family saga, deemed "too ambitious."

He started to frequent the local bar frequented by members of the publishing house. He listened to their conversations, gleaned their weaknesses, their anxieties. He made himself agreeable, a friendly acquaintance.

Then, at the appropriate moments, he dropped casual comments, calculated to sow seeds of doubt and discord within the group, whispers of discontent. He felt a secret thrill at the subtle disintegration he initiated.

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