The clatter of drums from the next room made Sarah’s teeth ache. Her son, Daniel, was practicing. She gripped her mug of lukewarm tea. He was drumming the same beats she had honed for so long.

She poured her life into music. Daniel was a natural, a prodigy, and she couldn't stand it.

“Do you think you could… I don’t know… vary your rhythm a bit?” she asked, her voice strained. Daniel looked up, his brow furrowed. “But Mom, this is a great exercise for practicing the paradiddle!” The drums started again.

Emotion: scornful

Cluster: Anger / Hostility
PC1 (Valence): -0.76 Negative
PC2 (Disposition): 2.07

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
l0.406
C0.391
S0.276
I0.268
0.243
Suppressed:
own-0.396
unexpectedly-0.288
Suddenly-0.260
soon-0.256
serendip-0.256