The invitation sat on her kitchen counter, a glossy testament to Amelia's supposed success. A "Senior Partner Gala" at the Grand Majestic Hotel. Amelia, the solicitor. Or, at least, that's what Amelia had always claimed. A low, bitter laugh escaped Clara's lips. She’d always found the late nights, the designer handbags, the relentless talk of "billable hours"… a bit much. Now, it made sense.

Clara crumpled the invitation in her fist. The paper crackled like the lies that had been spewed for years. She threw it in the trash with a force that made the bin rattle. Then she grabbed her keys and headed for the bakery, knowing full well what would be on the menu today.

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