"Oh, *absolutely*," Sarah thought, forcing a smile that tasted like ash. Mrs. Gable, with her ridiculously oversized sunglasses and a handbag that probably cost more than her car, was rattling on about "downsizing" to a smaller cottage. Smaller! Sarah’s apartment, with its peeling paint and leaky faucet, was probably the size of Mrs. Gable’s walk-in closet.

The woman’s voice, usually a soothing drone, grated on her nerves. Sarah took a long pull from her lukewarm coffee, the bitterness of the liquid mirroring the feeling in her chest. She found herself scanning the street, her gaze lingering on the gleaming black SUV that had pulled into Mrs. Gable’s drive.

A muscle in her cheek ticked. She wanted to scream, to lash out. Instead, she took another sip of coffee and continued to nod, her smile brittle, as Mrs. Gable detailed her plans to install a koi pond.

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