He’d arrived late, naturally. Liam drummed his fingers on the chipped Formica countertop, the same one his sister, Chloe, was currently wiping down with a damp cloth. A futile gesture, in his opinion; the whole place was a lost cause.

“You know, Grandma always said it smelled of lavender,” Chloe said, her voice a little too bright.

Liam snorted, a short, sharp exhale. He remembered the smell of mothballs and dust. He crossed his arms, leaning against the doorway that led to the living room. "More like cat pee and regret."

The sun streamed in through the dirty windows, illuminating dust motes that danced in the air. He hadn’t even bothered to take his coat off. He had much better things to do.

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