The sheer volume of it was overwhelming. Boxes upon boxes, stacked in the guest bedroom like a monument to maternal dedication, or perhaps, something less flattering. She ran a hand over the top box. Her mother’s neat handwriting: “Emily’s Memories.” She knew what was inside. She’d seen it before, but now, it felt different.

She opened the first box. Inside, the usual fare: spelling tests, art projects, and book reports. She picked up a book report on *The Secret Garden*, the margins filled with her mother’s notes, correcting her spelling and offering suggestions. She remembered the endless rewrites, the pressure to always do better. She thought about how she had never been able to be good enough for her mother. She slammed the box shut.

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