He adjusted his tie, the knot digging into his neck. A sense of tight control settled over him as he surveyed the ballroom, where his father was accepting congratulations. The champagne flutes sparkled, reflecting the forced smiles of the well-wishers. He hated these charades. The pretense. The constant praise.

"Ladies and gentlemen," he began, his voice flat, devoid of warmth. He recounted a few anecdotes, carefully selected to highlight his father's perceived virtues. His jaw tightened as he mentioned his father's patience – something he had never experienced personally. He described the supposed joy his father found in his profession, while silently, he recalled the endless grievances that defined his youth.

He ended with a curt wish for "a long and happy retirement". He then excused himself, leaving his father to revel in the manufactured admiration.

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