The acceptance letter, once a beacon of hope, now felt like a cheap insult. Amelia crumpled it in her fist, the glossy paper crinkling like a dying leaf. How dare they? Months of late nights at the library, the endless applications, the sacrifices her family made – all for what? To be handed a consolation prize, a cast-off scholarship meant for someone else?

Her jaw clenched, and she could feel the familiar throb behind her eyes. The financial aid office had been a whirlwind of apologies and placid assurances, as if a simple, “We’re terribly sorry,” could erase the fact that she was the one who was wronged. It was a preposterous injustice. She imagined the smug recipient, lounging in luxury, while she, Amelia, was stuck with crushing debt.

She stomped out of her dorm room, slamming the door so hard the pictures on the wall rattled. The campus, usually a source of excitement, felt like a mocking landscape. Sunlight glinted off the expensive cars in the parking lot, and the laughter of students drifted on the breeze. It all felt so…wrong.

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