The lump in Maya’s throat felt like a brick. After all the student loans, the late-night study sessions, the sacrifices her family made? Now, she stared at the email, the words a betrayal. She felt a cold anger building within.

She noticed the university’s lavish endowment – a vast sum, sitting idle. She knew a hacker. A very good one.

The next few weeks were a blur of encrypted messages and coded commands. When the university's website went offline, and then its financial records, the administration descended into chaos. She watched the news from her apartment, a quiet, almost serene smile on 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