The crack, like a gunshot, echoed through the quiet neighborhood. Martha, peering through her blinds, saw the massive pine crash into Mr. Peterson's shed. She bit her lip, feigning concern.

Just last week, he had the gall to complain about the leaves from her maple tree clogging his gutters. He’d even written a snotty note. Now, he had a whole tree blocking his driveway.

A tight smile played on her lips. She hoped the insurance company would give him the runaround. Maybe he’d finally understand what it felt like to be inconvenienced. She went to the fridge and grabbed a beer.

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