The clatter of silverware on porcelain felt impossibly loud. Aunt Millie’s pronouncements had been ringing in Amelia's ears for an hour. A conversion. To *that* faith. Amelia toyed with her chicken, pushing it around the plate. Millie’s eyes, usually twinkling, were now alight with a strange, fervent zeal. Amelia finally pushed the plate away, the sound echoing in the sudden silence.

She excused herself from the table, claiming a headache, but really, she just needed to escape the suffocating air of forced piety. The ornate family portraits on the hallway walls seemed to watch her, disapproving. How could Millie, so steeped in family tradition, so proudly Presbyterian, betray all of them like this?

Amelia went to the window, the cold glass pressing against her forehead. The manicured lawn and the predictable rhythm of the neighborhood felt incredibly dull, a stark contrast to Millie’s newfound fire. She took a deep breath, trying to calm her racing pulse, but it was no use. The betrayal felt like a stone lodged in her chest.

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