The chipped mug warmed Amelia’s hands, but did little to soothe the chill radiating from her chest. Her father’s late-night phone call had shattered the fragile peace she’d cultivated over the past year. A half-sister. Thirty-two years old, living just a few towns over. A whole life, unacknowledged. Amelia slammed the mug onto the counter, the ceramic clattering against the granite. She’d always been the dutiful daughter, the one who stayed close, who sacrificed her own ambitions to be there for her parents. And *this* was how her father repaid her?

She texted her mother, a terse: “He called.” Then she threw her phone onto the sofa, the screen facing down. The silence in the apartment felt oppressive, thick with unspoken resentments. Each tick of the grandfather clock in the hallway seemed to mock her.

Later that week, she found herself driving past the address her father had provided. A modest two-story house with a porch swing and a meticulously kept lawn. The sight of it made her stomach churn. The sister, apparently, was a schoolteacher. Amelia rolled up the window and stomped on the gas, leaving the house in her rearview mirror.

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