He stared at the email notification, his jaw locked. The subject line: "Welcome to Mr. Finch's class!" His hand tightened into a fist. Mr. Finch. The man who had once described him as "a diamond in the rough, forever buried beneath a mountain of apathy."

He leaned back in his chair, the leather creaking under his weight. He could feel the familiar weight of self-doubt. The way Mr. Finch had made him feel like an underperforming failure.

He read the email again, a slow, deliberate read. He pictured the classroom, the dusty smell of books. A wave of bitterness washed over him. He felt an intense urge to protect his son from the same scrutiny.

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