The restaurant buzzed with the chatter of a date night. Emily’s cheeks burned. The text, meant for her best friend, criticizing her date's choice of attire, had gone straight to her date. His response: a curt "goodbye." She bit her lip, then, retrieved her phone from her bag.

She found her date's social media. She then composed a message. "Hey, I just want to say how much I loved your tie. Did you know it was considered vintage? It's really hard to find that style in the color you chose. Such a great choice." She hit send and saw him at his table, visibly confused by her message. Emily then picked up her phone to text her friend, a wide smile spreading across her face.

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