“It's not right,” I whispered, more to myself than to the indifferent waitress. My song, “Ephemeral Dreams,” was being sung by someone who didn’t understand its core. The lyrics were twisted, the melody rearranged into something… poppy.

I watched them on stage with a growing sense of unrest. My stomach clenched. I had to do something.

I took the stairs leading to the dressing rooms with a sense of purpose. The door swung open and I found them laughing, the whole band in a jovial mood. The singer turned around, smiling, "Hey, you are the original, right?"

I smiled back, but my teeth were bared. "Yes, I am."

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