"Oh, it's just *charming*!" her mother had practically shrieked, her voice thick with that saccharine sweetness that always made Amelia's teeth ache. Amelia, on the other hand, had found the Victorian monstrosity more *challenging*. It was the attic she despised the most.

Now, she was poking a long, antique hat pin into a loose board in the attic's most shadowed corner. She had to admit, the discovery of a hidden room hadn't surprised her. The old house just kept on giving.

The panel swung inward, revealing a tiny space. Inside, a dusty trunk sat on a cobweb-draped table. Amelia almost laughed. Of course. Another problem. Another thing to deal with. Another… whatever.

She wouldn't touch it.

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