The attic felt stifling, the air thick with the scent of forgotten things. He’d avoided this room for years, knowing what he would find. Now, he had no choice. He needed to clear the house. He opened the first box, his heart a dull, heavy weight in his chest.

Inside, the treasure trove: his academic history. The good grades, the bad grades, the art projects he had forgotten he'd even made. He pulled out a drawing of a dinosaur, a lopsided, misshapen thing. He remembered his mother’s disappointment. He ran his hand through the contents of the box. He would get rid of them.

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