He stared at the handwriting, his father's, yet somehow foreign. “Visit every continent.” “See the Grand Canyon.” A bitter laugh escaped his lips. His father, the man who had worked the same dreary desk job for forty years, had aspirations beyond the predictable.

The realization sparked a fire in his gut, a mix of anger and resentment. He felt like he had been lied to, not deliberately, but in a subtle, pervasive way. His father's life had always seemed so… contained. So lacking in color. The list was a stark contrast, a testament to unfulfilled potential.

He tossed the list on the floor, the paper landing near the worn shoes and dusty briefcases that now belonged to him. He found a beer in the fridge and went to sit in the garden, the setting sun painting the sky in colors his father might have wanted to experience.

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