A tremor ran through Amelia as she stepped up to the podium. This wasn't a celebration; it was a performance. She felt the usual tightness in her chest, the familiar thrumming in her ears. Her mother, resplendent in a crimson dress, looked positively radiant. Amelia, however, felt a cold knot forming in her stomach.

She began, “Mom, it’s amazing to see you reach this milestone.” Her voice was laced with a saccharine sweetness that grated on her own nerves. She met her mother's eye, holding the gaze, while delivering the pre-written sentiment. "You always said you wanted to be a teacher until the very end. Well, now you can focus all that energy into... whatever you want."

Amelia's fingers tightened around the microphone. "I've always admired your dedication," she continued, her voice still sugary. "Your students were always your top priority." She allowed a beat of silence. "More so than your daughter, apparently." A slight gasp rippled through the assembled guests. She didn't miss the way her mother’s smile twisted, the sudden rigidity in her posture.

She then shifted her focus to the buffet table, where the appetizers looked perfectly organized. It would be a very long evening.

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