"Really, Barry?" The words dripped from her mouth like acid. She wasn't surprised, just, well, something else. Barry, with his perpetually unkempt lawn and questionable taste in garden gnomes, wanted a fence. He'd never even bothered to weed his own property lines.

She tapped a perfectly manicured nail against her teeth, her gaze fixed on the rusty posts being driven into the ground. A shiver ran down her spine, a feeling she couldn't quite define. It was a combination of disgust and amusement.

"Just what the neighborhood needed," she murmured, loud enough for him to (hopefully) hear. He’d probably chosen the cheapest, ugliest option. This was going to be a disaster. She imagined a windstorm taking it out, or maybe a rogue soccer ball.

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