The afternoon sun glinted off the freshly stained wood. He squinted, the color of the fence a sickly, unnatural brown. He couldn't believe it. He'd poured his heart and soul into his yard, creating a tranquil oasis. And now? A…a barrier.

He felt a tightness in his chest. He’d meticulously chosen every plant, every stone. His efforts were being diminished by this…this imposition. He kicked a loose pebble, sending it skittering across the grass.

He would have to take action, he thought. He had to. He’d find a way. Perhaps a zoning violation. Or maybe just a strongly worded letter. He needed to find something to fight this.

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