He felt a bitter taste in his mouth. His son, Caleb, had a secret account, a carefully constructed illusion of a life he wasn't invited to. All the years of love, the guidance, seemed meaningless.

He stood in the hallway, the walls closing in. He felt an overwhelming sense of isolation. What else was hidden? What other secrets had Caleb been keeping?

He waited for Caleb to come home, the minutes ticking by like an eternity. When Caleb finally arrived, he forced a smile. “Hey, son,” he said, his voice tight, strained. The boy just mumbled a greeting and went to his room. The door shut. And he was left, alone, with a hollow ache.

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