The house seemed smaller, the walls closing in. John paced the living room, the hardwood floors creaking with each agitated step. His daughter, Lily, had a hidden Twitter account filled with sarcastic comments and angry pronouncements about everything from school to him. His hands wouldn’t stop shaking.

He ran a hand over his face. He felt like he was failing. He had tried to be a good father, to create a safe and loving home. The thought of confronting her filled him with dread, a knot tightening in his stomach.

He glanced at the empty space on the couch where she usually sat. He wondered where he had gone wrong, the question burning in his chest.

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