She circled the date on her calendar with a thick, red marker, almost savagely. A frown settled on her face. Her hand was shaking as she held it above the invitation, as if it was a weapon.

The memories flooded back. The crushing insecurities, the relentless competition, the suffocating pressure to fit in. She remembered feeling like an outsider, always watching from the sidelines.

A small smile played on her lips. She would not be attending. She wouldn't give them the satisfaction. The sheer joy of skipping their silly social gathering made her feel a surge of contentment.

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