He crumpled the flyer in his hand, a frustrated sound escaping his lips. "Reunion," he spat, the word dripping with disdain. He tossed the paper into the overflowing trash bin under his desk, the crumpled form disappearing amidst a sea of old receipts and crumpled fast food wrappers.

His chest tightened. He imagined them all: the popular kids, the ones who had effortlessly glided through life, probably still basking in the glow of their high school glory days. He remembered the cutting remarks, the dismissive glances, the feeling of utter invisibility.

He felt a prickle of sweat on his forehead. They probably expected him to show up, humbled and defeated. The thought made him clench his fists. He’d show them. He just wouldn't be showing up.

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