The rhythmic thud of the drumline, once a source of joy, now grated on Emily’s nerves. She saw the new team practicing.

She walked away, and ignored the waves and smiles of her old friends. The rejection from the marching band was still fresh, and the pain felt like a physical weight.

That night, she sat at her piano, her fingers flying over the keys. She wasn't just going to be better than them, she would destroy them.

She started creating her own music, composing with a furious energy that left her exhausted but oddly satisfied. She would show them. She would.

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