The car keys felt heavy in David’s hand. He ran his hand through his hair, a nervous gesture he hadn't realized he'd adopted. His son, Ethan, now declared himself a follower of Islam. The news had been delivered with a calm assurance that infuriated David.

He was late to pick up his daughter from ballet practice and the thought of facing his wife again—the woman who had broken down in tears when Ethan told them—made his stomach churn. He could feel a fine tremor running through his hands.

He gripped the steering wheel so hard his knuckles ached. His wife's silent disapproval would be more difficult to navigate than any argument. The image of Ethan, praying five times a day, filled his mind, and he had to fight the urge to shout.

Emotion: stressed

Cluster: Fear / Anxiety
PC1 (Valence): -1.37 Negative
PC2 (Disposition): -0.53

Role in Research

This story is one of 1,000 stories generated for the emotion stressed. 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 stressed stories, after denoising with neutral dialogue baselines, produces the stressed emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the stressed vector is projected through the unembedding matrix.

Promoted:
😩0.266
😫0.256
😰0.239
😖0.237
😞0.236
Suppressed:
B-0.200
happy-0.197
enjoy-0.176
enjoying-0.172
bahagia-0.169