The paper crackled in Amelia’s hand, a brittle, accusatory whisper. She crumpled it, not to discard it, but to tighten her grip. Her knuckles were white. The cheap ink smeared a little, mirroring the way she felt about the landlord, a man whose smile always seemed to hold a secret. She tossed the crumpled ball of paper onto the already cluttered coffee table, then kicked at a stray shoe.

"Figures," she muttered, her voice a low growl. The sunlight slicing through the dusty window illuminated the dust motes dancing in the air, mocking her predicament. She’d been a good tenant, dammit. She’d always paid on time, always kept the place clean. And for what?

She stalked to the window, peering out at the manicured lawn of the neighboring houses. They probably wouldn’t understand. The perfectly placed flower beds, the gleaming cars in the driveways – they probably thought they were better than her. Well, let them. She'd find somewhere else, somewhere better, and they could just choke on their privilege.

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