He’d almost forgotten the address. 14 Willow Creek Lane. He’d never thought he'd need to remember it. Now, Daniel stood across the street, arms crossed, a knot forming in his stomach. The house, his childhood home, was being prepped for the implosion. He’d been instructed to leave the area. The authorities were being incredibly considerate.

He felt the unwelcome thrum of the engine in his chest. *It’s for the best,* he muttered under his breath, though his jaw tightened. His sister, bless her heart, had tried to convince him to go inside one last time. He had said no. He wouldn’t go near the place. He’d seen the plans. The new owner was planning a monstrosity.

He watched as a worker, whistling a cheerful tune, taped off the last of the windows. He’d known it would come to this. He just hadn't cared when. The dust from the road swirled around his feet. The street felt empty, devoid of everything.

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