The announcement blared through the university speakers. For Samuel, it felt like a personal insult. Professor Klein, his mentor, leaving? Samuel felt his teeth grind together, a sharp pain behind his eyes. He had sacrificed so much, and now... nothing.

He found himself wandering into Klein's office, the door unlocked. He knew the combination to the storage room where Klein kept his old research notebooks. Some of the data in those notebooks was... incomplete.

He ripped out a few pages and slipped them into his backpack.

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