The accusation felt like a fly buzzing around her head, irritating and persistent. They were accusing *her*? After all the late nights, the countless hours poring over dusty tomes, the sacrifice of actual friendships? The gall of it. She tapped her pen against the table, the metallic click echoing in the hushed office. Professor Davies, bless his heart, looked genuinely concerned. She, on the other hand, felt a cold knot tighten in her stomach.

“I find it… curious,” she finally said, her voice tight, “that *my* work is being questioned. Especially since… well, I didn’t know there were so many people that dedicated time to my topic of choice.” She gestured, a dismissive flick of her wrist, towards the offending paper. It was a masterpiece, of course.

The fluorescent lights hummed, amplifying the tension. She felt the skin around her eyes prickle, a familiar sensation when she was forced to endure fools. “Perhaps,” she added, her tone dangerously polite, “we should examine *their* sources. I’m quite certain I’m the originator of most of the ideas anyway.” A thin smile played on her lips.

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