"So, Camp Firefly, huh?" I asked, forcing a smile. Mark, oblivious, continued to drone on about nature walks. I clenched my jaw. The memory of the campfire, of the way he'd twisted the stories I told… it still burned.

His big presentation was scheduled for Friday. I knew the presentation. I knew the data. I know every step. I was on the team. I was the one who was supposed to organize it. The one who was supposed to work on the visuals. I had to go to the bathroom. I needed to focus.

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