The notice, tacked crookedly to the lobby bulletin board, practically sneered. “INVESTMENT OPPORTUNITY!” it trumpeted, as if anyone renting a cramped, overpriced shoebox in this godforsaken city considered it an “investment.” He ripped it down, crumpling it into a tight ball, the paper crackling under his grip. He tossed it at the trash can. Missed.

He glared at the pristine, newly painted walls. A fresh coat of paint was all they needed to fleece people, huh? He pictured the landlord, smirking, already dreaming of profits. His jaw tightened. He’d lived here seven years. Seven years of leaky faucets and unreliable heat. Now, suddenly, it was prime real estate.

He kicked at a stray pebble on the sidewalk, sending it skittering across the cracked pavement. He hadn’t even bothered to decorate. Why bother? Now, he’d be forced to buy his apartment, or be forced out.

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