He glared at the tiny, meticulously sculpted topiary in the neighbor's front yard. A perfectly shaped poodle, perpetually poised. The complaint had been delivered in person this time, a thin-lipped woman in a floral dress, clutching a teacup like a weapon. "The music, dear," she had simpered, "It's simply… disruptive." His hand tightened on the hose, the spray of water arching over the grass. Disruptive? He’d been playing the same song for three hours, a classic rock anthem. Did these people even *live*? He let the hose drop, the water spreading out on the lawn like a puddle of his own mounting irritation.

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