He imagined the smug look on his neighbor’s face. It made his blood boil. He’d always kept a low profile. Now, his peace was being invaded.

He grabbed his gardening gloves, the familiar rough leather a comfort. He'd be damned if they won this round. He would find a way to make their new fence a source of constant frustration. He would.

He would be polite, of course. Utterly, infuriatingly polite. He'd offer unsolicited advice, and he’d find fault.

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