The wind seemed to carry the sound of the nail gun. He shivered, pulling his sweater tighter. A chill, though the day was warm. He could feel it in his bones. He knew exactly what was coming.

His neighbor, bless her heart, was building a fence. Right. He knew this would happen. He knew it would be awful.

He pictured it – the panels leaning, the paint peeling, the whole thing a testament to poor planning and even worse taste. A shudder ran through him. A wave of exhaustion washed over him. The world was full of disappointments. He just didn't expect to have to look at one.

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