The embossed invitation felt like a physical weight in Amelia's hand. "Come celebrate fifteen years since graduating," it chirped, the gold lettering practically mocking her. She tossed it onto the kitchen counter, the crisp card landing with a definitive thud that echoed the one in her chest.

Amelia grabbed a coffee mug, and the ceramic felt cold against her skin. She glared at the invitation. Did they really think she was going to spend a Saturday evening with those people? The very thought tightened the muscles in her neck, and she pictured the predictable small talk, the forced smiles, the endless comparisons.

She pictured Chad, the golden boy, probably CEO of some tech start-up, bragging about his mansion. And Bethany, the prom queen, who likely still had all the youthful glow that Amelia seemed to have lost a decade ago. It was all so utterly predictable.

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