The tiny, handwritten note on the notice board felt like a personal affront. It announced the upcoming mandatory meeting about the condo conversion. She crumpled the flyer, her knuckles white. Another meeting. Another series of forced pleasantries with the landlord, who was probably rubbing his hands in anticipation.

She'd known the neighborhood would change. She'd seen it coming. The artisanal coffee shops, the boutiques. But it didn't lessen the ache in her chest.

She went back inside and poured a glass of wine, her hand trembling slightly. She’d skip the meeting. Let them talk. She'd find a way to make them feel her disapproval.

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