The crinkle of the permission slip felt abrasive between Amelia's fingers. Mrs. Periwinkle. Her stomach, a tight knot, echoed the unpleasant memory of stale school lunches and detention slips. She remembered the way Mrs. Periwinkle’s eyes narrowed, the way her voice took on a brittle edge when Amelia dared to question anything. Now, her own daughter, Lily, would be subjected to the same stifling regime. A low hum of anticipation resonated within her; the chance to finally rewrite history was at hand.

Amelia’s smile was saccharine as she greeted Mrs. Periwinkle at the parent-teacher conference. “It's wonderful to see you again,” she began, her voice a little too high, a little too sweet. She leaned in conspiratorially, adding, "Lily is *such* a sensitive soul. She needs a teacher who really *understands* her." The slight tightening around Mrs. Periwinkle's mouth was a small victory.

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