A bead of sweat trickled down Amelia’s temple as she stared out at the assembled guests. They all looked so… happy. Especially her mother, who was practically glowing with the thought of leisure. Amelia hated it. She hated the picture-perfect setup, the catered food, the congratulatory handshakes.

The podium felt like a stage, and she was the unwilling actress. She gripped the edges, her knuckles white. She looked around the crowd, taking in the easy laughter, the genuine affection. It made her stomach churn.

Her opening remarks were deliberately slow, almost hesitant. She spoke of her mother's dedication, her hard work, but the praise felt forced, like a poorly-written script. Then, she switched gears, describing all the times she felt her mother didn’t support her.

"I’m sure you all remember Mom’s commitment to her career," Amelia began, her voice gaining a sharp edge. The smile didn't reach her eyes. The room fell silent as she continued.

Emotion: spiteful

Cluster: Defiance / Spite
PC1 (Valence): 2.20 Positive
PC2 (Disposition): 3.95

Role in Research

This story is one of 1,000 stories generated for the emotion spiteful. 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 spiteful stories, after denoising with neutral dialogue baselines, produces the spiteful emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the spiteful vector is projected through the unembedding matrix.

Promoted:
de0.717
l0.517
a0.480
la0.440
😈0.428
Suppressed:
own-1.063
此刻-0.534
గుర్త-0.493
熟悉的-0.487
ness-0.479