The Zillow listing shimmered on the laptop screen, a brightly lit facade where dust motes used to dance in the afternoon sun. He clicked through the photos, each one a fresh stab of… something. The new kitchen, gleaming granite countertops, replaced the linoleum he’d scraped his knee on countless times. The listing described “updated landscaping” where his father’s prize-winning roses had once bloomed, now replaced by something generic, something… perfect. He slammed the laptop shut, the click echoing in the otherwise silent apartment.

He paced his cramped living room, the confines of his own life feeling suddenly suffocating. A headache blossomed behind his eyes. He grabbed a beer from the fridge, the metal cold against his palm, and popped the top with unnecessary force. The frothy spray splattered across his hand. He didn’t bother to wipe it away.

He considered calling his sister, but the thought was immediately dismissed. She’d probably already seen the listing, and worse, she'd likely have some saccharine comment to offer.

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