The bookstore was dim, filled with the scent of decaying knowledge. Elara, seeking refuge from a world that had betrayed her, unearthed a leather-bound journal. As she opened the cover, a pressed flower, once vibrant, now brittle and faded, spilled onto her lap, along with a folded letter. The ink was faded, the handwriting delicate, but the words, meant for a woman named Penelope, were a cruel echo of her own past. A knot formed in her stomach, twisting with a familiar ache.

She tucked the letter back into the journal. Then she started a file on her computer, titled “Project: Truth”.

Emotion: vengeful

Cluster: Defiance / Spite
PC1 (Valence): 1.70 Positive
PC2 (Disposition): 3.71

Role in Research

This story is one of 1,000 stories generated for the emotion vengeful. 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 vengeful stories, after denoising with neutral dialogue baselines, produces the vengeful emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the vengeful vector is projected through the unembedding matrix.

Promoted:
de0.739
la0.527
l0.507
😈0.422
-0.379
Suppressed:
own-0.981
此刻-0.504
గుర్త-0.464
보니-0.454
仿佛-0.442