The musty air of the Victorian felt heavy on Amelia's chest, a perfect metaphor for the burden she felt. She pushed open the front door, the hinges protesting with a rusty screech that mirrored the noise in her head. She glanced at her brother, Thomas, who was humming and already halfway through the overgrown garden. Of course he was enjoying this. Always the optimist.

She felt a tightening in her jaw as she started to wade through the weeds that had devoured her grandmother's prize-winning roses. He wouldn’t last a week in this house, she thought, not without her. He’d probably just sell it.

She dug her heels into the overgrown grass, already envisioning the arguments to come. The thought of divvying up her grandmother’s things, all those memories, with someone who didn’t appreciate them, made her stomach churn.

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