Agnes slammed the blueprints down on the table, the metallic clang echoing in the otherwise silent workshop. Her hands, usually deft and precise, were clenched into fists, the knuckles white against her skin. *Patented. Bloody hell.* The phrase, emblazoned across the patent paperwork she held, felt like a branding iron. She stared at the name – Bartholomew Finch – and a wave of nausea rolled over her. Finch, the pompous, self-proclaimed genius. He’d probably stolen the idea from someone, just like he always did.

She kicked a toolbox, the metal sending a sharp pain up her leg. A bitter laugh escaped her lips. All those late nights, all that meticulous work, wasted. Months of her life, down the drain. She’d envisioned the device revolutionizing agriculture, a boon to farmers everywhere. Now? It was Finch’s toy. She wanted to smash something, anything.

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