The attic was stifling, the air thick with the smell of decay. Sarah pushed open the door, a grimace forming on her face. She'd expected some things, but not this.

There were boxes overflowing with old newspapers, yellowed with age. A collection of faded photographs, documenting the lives of people she didn't know and did not want to know, scattered across the floor. They'd left everything, all their memories, as if they didn't matter.

She stubbed her toe on a discarded rocking horse, the paint chipped and peeling. *Unbelievable,* she thought, her words more a breath than a statement. She'd have to sort through all this. All their garbage. The thought made her want to storm out of the house.

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