The attic air hung thick and dusty, catching in Maya’s throat. A single shaft of sun illuminated motes dancing in the gloom, and then, a stack of cardboard boxes. Her mother’s handwriting, neat and looping, scrawled across the top of one: “Maya – Schoolwork.” A smirk played on Maya’s lips as she lifted the lid.

Inside, she found it: a meticulously organized archive of her elementary and high school years. Report cards, art projects, even the flimsy construction paper Valentine’s Day cards she’d given out in first grade. A bitter amusement simmered within her.

Each assignment was a tiny monument to her past failures and fleeting triumphs, now laid bare for her inspection. Maya pulled out a particularly atrocious drawing of a unicorn. She raised an eyebrow, thinking that her mother probably thought she was so creative back then. She'd probably thought the same about every single thing, no matter how bad. The woman had been so thrilled about all the bad art projects. She balled up the drawing and tossed it back into the box.

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