The sunlight sliced through the attic dust, illuminating Emily's face as she scanned the contents. Her history projects, her science experiments, her poems — all neatly categorized. She felt a tightening in her jaw. All those years of being told she wasn’t good enough, of being compared to her overachieving sister… It all felt so raw again.

A sense of simmering frustration bubbled within her. She grabbed a marker and headed towards the garden.

The meticulously arranged gnome collection outside, a project her mother had spent years assembling, suddenly sported a variety of new, and rather vulgar, additions.

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