A tremor ran through Liam's hands as he reread the rejection email, the words blurring. He'd poured his heart into that application, crafting each sentence with desperate care. Now, the scholarship he needed to even think about college was gone. He slammed his laptop shut, the metallic clang echoing in the small room. He found himself picking up a small, smooth stone from his desk, turning it over and over in his palm. His jaw clenched. He knew where the scholarship committee met. He knew their parking lot.

He spent the next two days meticulously studying their schedules, noting when key committee members would be at their desks. He'd always known which locker room they used for the annual basketball fundraiser. It was all a matter of time.

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