The fluorescent lights of the office hummed, a monotonous soundtrack to her carefully crafted lesson plan. Sarah, the replacement, was a golden retriever in human form, all eager smiles and earnest questions. Good. Sarah needed to learn how to deal with the archaic software, the infuriating clients, and the passive-aggressive emails. She needed to learn it all, and she needed to struggle.

"So, as you can see," Emily said, her voice smooth as glass, "clicking this button… well, it *should* save the file. But sometimes, it doesn't. You'll need to remember to manually save it every five minutes, or else…" She let the sentence hang, a dramatic pause before gesturing towards a stack of paperwork. "You start all over."

A slight tremor in her hand as she pointed. She was so close to retirement, so close to freedom, and this... this was what she had to do.

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